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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Quantifying verbal semantics: a computer-based discourse analysis of verba sentiendi vs. verba dicendi in Angela Carter's fiction</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Ivan Bekhta</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Lviv Polytechnic National University</institution>
          ,
          <addr-line>Stepan Bandera Street, 12, L'viv, 79000</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This article investigates verbal semantics within interiority vs. exteriority aspects through the lens of computer-based discourse analysis and computer processing of verba sentiendi (verbs of thinking) and verba dicendi (verbs of speaking) for deconstructing characters' speech and thought representation in Angela Carter's magical realist fiction. Drawing on applied linguistics, computational analysis, text, and discourse inquiry for quantifying verbal semantics of verba sentiendi and verba dicendi, I unravel the portrayal of Carter's characters' thoughts/mental events as well as speech/reporting events through three categories of verba sentiendi (Thoughts and Opinions, Senses and Perceptions, Feelings and Emotions) and three categories of verba dicendi (Tentative, Neutral, Assertive). By quantitatively examining the frequency values and interpreting descriptive statistics data, my aim is to shed light on the verbal semantic dimension that underlies Carter's fictional tapestry. Using cutting-edge tools such as Voyant Tools and R/R Studio for processing vast volumes of textual data, I quantify the prevalence of verba sentiendi vs. verba dicendi, offering insights into their quantitative significance. Descriptive statistics provides further nuance by revealing central tendencies, variations, and quartiles within the six main categories under study.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;verba sentiendi</kwd>
        <kwd>verba dicendi</kwd>
        <kwd>thought and speech representation</kwd>
        <kwd>interiority</kwd>
        <kwd>exteriority</kwd>
        <kwd>verbal semantics</kwd>
        <kwd>Angela Carter's fiction</kwd>
        <kwd>magical realism</kwd>
        <kwd>descriptive statistics 1</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Analysis of Angela Carter’s magical realist fiction locates the deeply subjective experience
of the textual characters amid the cultural and social shifts of the late twentieth century.
Carter’s characters are usually interpreted as struggling to express their true identities that
would be disruptive of social conformity. By writing from the mental interiors of the
characters and portraying the external boundaries of identity formation, Carter creates a
“liminal space” or a threshold between character interiority and exteriority like the two
sides of a coin in her fiction. She demonstrates her commitment to how language transcends
verbal expression and relates to an individual’s inner, most private self in contrast to the
outer self, arranged by modes and techniques of speech and thought presentation.</p>
      <p>
        Scholarly debates over the definition of magical realism and its features are still ongoing
[
        <xref ref-type="bibr" rid="ref1 ref2 ref3 ref4">1-4</xref>
        ]. Special attention is paid to thought (re)presentation [
        <xref ref-type="bibr" rid="ref5 ref6 ref7 ref8">5-8</xref>
        ]. The present article
analyzes the consequences of the “inner world/outer world” reorganization for the
characters’ discourse in Carter’s fiction that unfolds in the context of magical realism which
is understood as a literary form, in which weird and unreal occurrences are narrated as if
these events were commonplace but which, ultimately, undermine the dominant cultural
conventions.
      </p>
      <p>
        Quantification of verbal semantics of verba sentiendi vs. dicendi reveals specific modes
of interiority vs. exteriority of characters in Carter’s fiction and discloses how the current
cultural and social changes in the globalized world are reflected in the fictional experience
of the contemporary character. In this article, Carter’s fiction thus furnishes instances of
character interiority, the common understanding of “self,” and exteriority, focusing on their
external actions, within a broader social narrative [
        <xref ref-type="bibr" rid="ref10 ref11 ref12 ref9">9-12</xref>
        ]. Each of Carter’s texts exemplifies
different types of narration that shape her characters’ interior and exterior personae,
exploring the psychological component of human existence in this process.
      </p>
      <p>Interiority, as the key concept explored in this article, refers to what is going on in the
minds of textual characters: thoughts, memories, ideas, and daydreams [13-16]. In other
words, interiority is what is “inside.” By contrast, exteriority is what is external to the
fictional characters: their speech and actions, their gestures, as well as the settings, and
descriptions of the textual world surrounding them. The inner and outer spaces tied up by
characters’ thoughts and acts of speaking within the thought and speech representation
inevitably interact with each other and, as a consequence, such interaction usually reshapes
the interior system, the mind, and sometimes the body. Thus, the theorization of the
semantics of verba sentiendi vs. verba dicendi is in many ways given in speech and thought
representation in characters’ discourse as the research discussions of the topic assume the
dichotomy between the interiority and exteriority, or inner and outer world of textual
communicative instances.</p>
      <p>Conceiving the dichotomy “interiority/exteriority” as a complex, interdependent
relationship in this paper, I deliberately attempt to explain how “external” stimuli affect the
“interior” of round characters, who cannot be defined in a single phrase, in Carter’s magical
realist fiction and how “inner” feelings are expressed “externally” in and by the body of the
textual personae. I attach interiority as the umbrella term to the modes of thought
presentation of the fictional characters, which I have elaborated in my previous research
from the perspective of discourse narratology. These modes include, for example, inner
monologue, inner dialogue, stream of consciousness, thought embedded within thought,
and inner reflections [17-18]. Exteriority, as the quality of being outside, here serves as the
umbrella term for the modes of speech presentation of the fictional characters: thematic
speech, speech embedded within speech, hidden speech, and quoted speech. To speak of
interiority, of course, is necessarily to create an opposition between “inside” and “outside.”
Therefore, interiority can serve as a keyword for the distinction between the interior and
the exterior in general. In what follows, I predominantly use interiority to refer to this
distinction but, where necessary, I spell out its two sides to avoid confusion.</p>
      <p>The present article analyzes the consequences of the “inner world/outer world”
reorganization for the characters’ discourse in Carter’s fiction. This is a computational
linguistic study that, with the help of computer-based discourse analysis and computer
processing of verbal semantics, de-constructs characters’ interiority vs. exteriority in
Carter’s magical realist fiction, revealing the intricate interplay between her characters'
inner thoughts and external expressions. By leveraging advanced computational tools, this
study considers the realms of verba sentiendi vs. verba dicendi and sheds light on the
frequencies and descriptive statistics that shape the representation of interiority and
exteriority. As the analysis unfolds, it provides valuable insights into how language,
specifically the careful choice and use of certain verbs, contributes to the construction of
characters’ cognitive landscapes. Through a unique blend of linguistic analysis and
computational exploration, this study contributes to a deeper understanding of Carter’s
fiction, unraveling the magical realist aspects within thought and speech representation,
comprising the psychological and societal dimensions thematized in her presented oeuvre.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Related works</title>
      <p>The theoretical background of the paper is, on the one hand, enriched by incorporating an
exploration of the interplay between interiority and exteriority in Carter’s fiction,
particularly through quantifying of verbal semantics encompassing verba sentiendi vs.
verba dicendi in thought and speech representation. On the other hand, this layer of analysis
enhances the understanding of how Carter utilizes language to depict characters’ inner
thoughts and external expressions within the broader frameworks of magical realism and
feminist literary criticism.</p>
      <sec id="sec-2-1">
        <title>2.1. Magical realist fiction: key features of Angela Carter’s novels</title>
        <p>
          Magical realism, often associated with fiction, is a narrative style that blends fantastical or
magical elements with realistic settings, characters, and events [
          <xref ref-type="bibr" rid="ref1 ref3">1, 3</xref>
          ]. This literary genre
challenges conventional perceptions of reality by creating a world where magical
occurrences are treated as ordinary, with characters and the narrative accepting these
elements without surprise or disbelief [
          <xref ref-type="bibr" rid="ref2 ref4">2, 4</xref>
          ]. Key characteristics of magical realism include
blurred boundaries between the magical and the real. It presents hermetic elements as an
intrinsic part of the everyday world, making it difficult for readers to discern where reality
ends and magic begins. Cultural embeddedness, employed by magical realism, often draws
on cultural or regional folklore, myths, and traditions. It operates with an acceptance of the
supernatural: unlike traditional fantasy, magical realism does not treat magical events as
extraordinary or in need of explanation. Characters in magical realist fiction often accept
the supernatural as a natural part of their lives. Everyday settings: magical realism is often
set in ordinary, familiar environments. This juxtaposition of the magical and the mundane
creates a sense of wonder and challenges the reader’s perceptions of reality. Symbolism and
metaphor: magical elements in these stories often carry symbolic or metaphorical
meanings. They may represent cultural or social issues, adding layers of depth to the
narrative. Sensory detail: magical realist writers use vivid descriptions to bring the fairy
elements to life. This sensory richness contributes to the nature of the storytelling.
        </p>
        <p>
          Carter is a prolific British feminist writer, who is also known for her contributions to
magical realism: “stylistically as well as thematically in Carter’s novels, the beauty of
imaginary worlds is a powerful force, one not to be dismissed by those who would change
society” [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. Her works are realistic, albeit in an extravagant manner, anticipating that her
readers would discern the underlying ideas beneath the fantastically allegorical surface of
her fiction [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. Her works often reimagine traditional fairy tales with a magical realist
twist, incorporating fantastical elements while exploring complex themes related to gender,
identity, and societal norms. While the specific magical realist features characterize many
sides of Carter’s novels, one can schematically exemplify the selection outlined above as
follows: American Ghosts – blurred realities: Carter often blurs the lines between reality and
fantasy, creating an otherworldly world where supernatural occurrences seamlessly
intertwine with everyday life [19]; Burning your Boats – mythical and folkloric motifs are
incorporated into the narrative [20]; Fireworks – symbolism and metaphor [21]; Nights at
the Circus – surreal and fantastical elements associated with the circus setting [22]; The
Bloody Chamber – reimagined fairy tales: the fantastical elements are interwoven with the
familiar, offering a fresh perspective on well-known stories [23]; The Passion of New Eve –
gender and identity exploration is accompanied by magical or surreal elements that
contribute to the thematic depth of the narrative [24].
        </p>
        <p>Magical realism provides a distinctive narrative experience, urging readers to
interrogate and traverse the boundaries separating the commonplace from the
extraordinary. Attention to the interplay of magic realism and verbal semantics enriches the
exploration of interiority and exteriority within thought and speech representation
proposed by this article.</p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Verba sentiendi vs. verba sentiendi as interiority vs. exteriority</title>
        <p>In the context of verbal semantics, and lexical semantics in general, the careful choice and
use of verba dicendi vs. verba sentiendi help authors balance the portrayal of exteriority
(speech and actions) with interiority (thoughts and feelings) of characters. Such balancing
techniques enhance the storytelling depth by providing a well-rounded depiction of both
the outer and inner aspects of characters and their experiences in modes available in fiction:
thought and speech representation.</p>
        <p>Within the genre of magic realism, the balance between exteriority and interiority is
crucial. Magic realism often blurs the boundaries between the ordinary and the fantastical,
making it potentially challenging for the readers to navigate the physical actions and spoken
words of characters as well as the intricate landscapes of their thoughts and emotions. The
careful selection of verba sentiendi becomes the linguistic tool through which authors
penetrate the characters’ minds, unraveling the intricacies of their inner worlds. An
exploration of the semantic groups Thoughts and Opinions, Senses and Perceptions,
Feelings and Emotions has the potential to reveal how complexly narrative layers
characters’ motivations and psyches. On the other hand, verba dicendi, comprising
Tentative, Neutral, and Asserting ones, allow authors to construct vivid dialogues and
capture the essence of characters’ interactions with the external world. Whether characters
are engaged in mundane conversations or uttering profound statements, these speech verbs
serve as the linguistic bridge that connects the reader to the unfolding events. A mutual
integration of verba sentiendi and verba dicendi plays a pivotal role in articulating the
cognitive relations between interiority and exteriority. Through thought and speech
representation, the narrative weaves together the tangible and the intangible, the seen and
the unseen (Figure 1).</p>
        <p>In Carter’s fiction, the careful use of verba sentiendi in various thought representation
techniques adds layers of psychological depth to her characters due to modes of thought
presentation. Inner monologue involves the presentation of a character’s thoughts in a
continuous, uninterrupted flow. It allows readers to access the innermost musings and
reflections of a character. Verba sentiendi are the gateways through which the author
expresses the character’s contemplative and introspective moments; inner dialogue
engages characters in a conversation with themselves, expressing conflicting thoughts or
debating decisions within their minds. Verba sentiendi play a vital role in representing this
internal discourse. Through these verbs, Carter gives voice to the conflicting sentiments and
internal struggles of her characters; the stream of consciousness presents a continuous flow
of thoughts and feelings without a clear structure, mimicking the natural progression of a
character’s mind. In this context, verba sentiendi often capture the immediacy and
spontaneity of thoughts. Words like feel, sense, and perceive become essential in conveying
the raw and unfiltered nature of the character’s stream of consciousness; thought within
thought presents a character having nested layers of thoughts, where one thought leads to
another in a cascading manner. Verba sentiendi like realize, conclude, and understand are
pivotal in depicting the progression of thoughts within thoughts. They convey the evolving
nature of the character’s understanding and awareness; inner reflections show how
characters engage in reflective moments where they contemplate their experiences, actions,
or the world around them. Verba sentiendi are instrumental in conveying the depth and
introspection of these reflective moments. Through these verbs, Carter allows her
characters to explore and make sense of their inner and outer worlds.</p>
        <p>The presentation of speech in fiction involves various modes that authors use to convey
dialogue and communication and serves different narrative purposes. Thus, thematic
speech involves the presentation of speech that is thematically relevant to the narrative but
may not be directly quoted. It captures the essence or content of the speech without
providing the exact words; it often relies on verba dicendi that convey the general tone or
subject matter of the speech rather than presenting a verbatim account. This approach
allows authors to emphasize the significance of the speech without delving into the exact
wording; speech within speech entails a character quoting or incorporating another
character’s speech within their own dialogue. Additionally, verba sentiendi might be
employed to express the character’s feelings or thoughts, usually with a series of traumatic
ordeals, about the quoted speech; hidden speech refers to the indirect or implied
presentation of speech without providing a direct quotation. The narrator conveys the
content of the speech without explicitly stating the words spoken. The abundant use of
modal verbs like may, might, and could presenting hidden speech serves as a linguistic tool
to craft narratives that are rich in ambiguity, fantasy, and a willingness to challenge
traditional narrative conventions. Verba dicendi, such as say, said, tell, and told, are
fundamental in indicating the exact words spoken. Additionally, verba sentiendi might be
used to carry the emotional or psychological state of the speaker at the time of the quoted
speech.</p>
        <p>In a nutshell, the uses of verba sentiendi vs. verba dicendi in Carter’s magical realist
fiction reflect the interconnectedness of these linguistic expressions with the broader
concepts of interiority and exteriority. The choice of speech representation modes depends
on the author’s stylistic preferences and the narrative goals. Thematic speech, speech within
speech, hidden speech, and quoted speech each contribute to the overall texture of dialogue
in literature. The careful use of verba dicendi vs. verba sentiendi enhances the effectiveness
of these modes, allowing authors to convey not only what is said but also the nuances of
how it is said and the impact it has on the characters and the narrative.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Method</title>
      <p>Computer-based discourse analysis in connection to verbal semantics [25-26] – and,
specifically, verba sentiendi and verba dicendi – involves examining how language functions
within larger contexts, particularly in communication and expression of thoughts and
feelings and characteristics of characters’ thoughts/speech [18]. This type of analysis aims
to understand the role of these verbs in creating particular styles of fictional discourse, such
as magical realism, and in the representation of characters’ inner and outer experiences in
terms of interiority vs. exteriority. This approach facilitates a deeper understanding of the
relationship between verbal semantics based on descriptive statistics and the construction
of meaning in Carter’s fiction, which subverts the gothic tradition.</p>
      <p>The data processing involves two stages, one of which is quantitative text analysis to
define verbs’ frequency using “Voyant Tool” [27]. This step allows for a systematic
examination of the occurrence of verba sentiendi vs. verba dicendi throughout the corpus
of Carter’s work. The second stage involves the study of descriptive statistics, including
measures such as mean, median, standard deviation, and quartiles using “R Studio” [28].
These statistical analyses provide a quantitative framework for understanding the
distribution and variability of speech and thought verbs [29]. For instance, the mean
frequency offers an average representation of how often these verbs appear, while the
standard deviation indicates the degree of dispersion around this average. Quartiles
provide insights into the distribution of verb frequencies within the data set, helping
identify outliers or distinctive patterns. Similarly, the median, as a measure of central
tendency, plays a crucial role in grasping the distribution of verb frequencies in Carter’s
magical realist fiction. Unlike the mean, which represents the average frequency and can be
influenced by extreme values, the median is the middle point in a data set when it is
arranged in ascending or descending order. It captures the center of the distribution,
making it a valuable metric for examining the typical or central occurrence of verba
sentiendi vs. verba dicendi.</p>
      <p>Through these quantitative analyses, researchers can discern not only the prevalence
but also the variability and distribution of speech and thought verbs, contributing to a more
comprehensive understanding of Carter’s narrative choices. The combination of
computerbased discourse analysis and descriptive statistics offers a structured and systematic
approach to unraveling the intricate mosaic of language use in magical realistic fiction,
allowing for insights into the interplay of verbal semantics revealing interiority vs.
exteriority in Carter’s fiction.</p>
      <p>The corpora of the present study are made up of the following novels by Carter: American
Ghosts &amp; Old World Wonders [19], Burning Your Boats [20], Fireworks [21], Nights at the
Circus [22], The Bloody Chamber and Other Stories [23], and The Passion of New Eve [24].</p>
      <p>The procedure for conducting a computer-based discourse analysis includes:
•
•</p>
      <p>Preparation of the texts for analysis: this involves the meticulous processing and
organization of researched textual data to ensure it is in an optimal format for
upload into “Voyant Tools” via its web-based interface. The texts are then seamlessly
integrated into “Voyant Tools”.</p>
      <p>Extraction of verba sentiendi: by utilizing “Voyant Tools”, I extracted verba sentiendi
along with their corresponding absolute frequency values, categorized into three
distinct groups: Thoughts and Opinions (agree, believe, doubt, guess, imagine,
know/knew, mean/meant, recognize, remember, suspect, think/thought,
•
•
•
•
•
•
•
understand/understood), Senses and Perceptions (be/was, feel/felt, hear/heard, look,
see/saw, seem, smell, appear, taste), and Feelings and Emotions (dislike, hate, like,
love, prefer, want, wish).</p>
      <p>Generation and visualization of the data frame: this step relies on the tools of
“R Studio” to create a data frame by employing vectors for each category,
representing the absolute frequency of verbs. Subsequently, this data frame was
engaged in additional quantitative processing.</p>
      <p>Shaping a graph of verba sentiendi: by employing the bar_plot function in “R Studio”,
I generated a graph that illustrates the absolute frequency values.</p>
      <p>Counting up descriptive statistics of verba sentiendi: the calculation of statistical
measures, including mean, median, standard deviation, and quartiles for each
category of verba sentiendi, was conducted using the summary and aggregate
functions in “R Studio”.</p>
      <p>Extraction of verba dicendi: using “Voyant Tools”, I retrieved verba dicendi along
with their respective absolute frequency values due to three specific groups:
Tentative (assume, conceive, consider, contemplate, could, entertain, explore, intimate,
may, might, ponder, propose, suggest, wonder), Neutral (announce, capture, depict,
inform, point, present, render, reply, say, said, tell, told), and Assertive (affirm, argue,
assert, claim, declare, insist, maintain, proclaim, promise, state). Modal verbs
contribute to the Tentative category of speech verbs because they introduce a sense
of possibility, probability, or conditionality, reflecting the character’s or narrator’s
attitude toward the situation being discussed.</p>
      <p>Generation and visualization of the data frame in “R Studio” and further quantitative
processing.</p>
      <p>Shaping a graph of verba dicendi, using the bar_plot function in “R Studio”.
Counting up descriptive statistics of verba dicendi in “R Studio” including statistical
measures such as mean, median, standard deviation, and quartiles for each category
of verba dicendi.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Results and discussion</title>
      <p>This section presents the quantitative insights derived from the computer-based discourse
analysis of Carter’s fiction, focusing on the interiority vs. exteriority aspect. Utilizing
“Voyant Tools” and descriptive statistics in “R Studio”, I quantify the nuances of verbal
semantics and illustrate the results as visualization of word frequency in 10 textual
segments (Figures 2, 3, 4, 10, 11, 12), fragments of R codes (Figures 5, 7, 9, 13, 15, 17),
R visualization (Figures 6, 8, 14, 16).</p>
      <sec id="sec-4-1">
        <title>4.1. Quantifying verbal semantics of verba sentiendi</title>
        <p>Quantifying verbal semantics of verba sentiendi consisted of their extraction, shaping the
graph and counting up the descriptive statistics.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.1.1. Extraction of verba sentiendi</title>
        <p>Computer-based text analysis through “Voyant Tools” facilitated the streamlined
processing of corpus data, enabling the quantification of both absolute and relative
frequencies of verba sentiendi within the corpus. The absolute instances of verbs within
each category of verba sentiendi, presented in either present or past tense forms, are as
follows: Thoughts and Opinions (agree 13, believe 208, doubt 39, guess 60, imagine 84,
know 713, knew 418, mean 258, meant 55, recognise 15, remember 217, suspect 22, think
363, thought 474, understand 83, understood 41) (Figure 2); Senses and Perceptions
(appear 151, was 6005, be 9052, feel 150, felt 325, hear 731, heard 192, look 911, see 1513,
saw 649, seem 504, smell 123, taste 64) (Fig. 3); Feelings and Emotions (dislike 11, hate 47,
like 1657, love 662, prefer 23, want 305, wish 71) (Figure 4). The relative frequency ranges
from 0.005 to 0.015, with the verb was (Senses and Perceptions category) having the
highest frequency (Figures 2-4).</p>
        <p>The high frequency of verba sentiendi in Carter’s fiction signifies a deliberate emphasis
on the characters’ inner experiences, thoughts, and emotional states. The repetition of verbs
such as know, thought, think, mean, was, see, look, like, love, and want suggests a conscious
effort by Carter to explore and depict the intricate workings of the characters’ minds. Verba
sentiendi serve as linguistic tools for a representation of the complexities of human
consciousness, providing readers with insights into characters’ perceptions, feelings, and
subjective experiences. The recurring use of these verba sentiendi contributes to the
establishment of a rich and layered narrative, allowing readers to engage with the
characters on a deeper level. Carter’s choice to frequently employ these thought verbs
indicates her commitment to designing a narrative that goes beyond mere actions and
dialogues, prioritizing the exploration of characters’ inner worlds.</p>
        <p>In the process of creating a data frame called verbs_data in R, vectors are formed to
represent rows and columns. This data frame consists of three columns: Category, Verb, and
Frequency. The vectors are populated with information related to three categories of verba
sentiendi, namely Thoughts and Opinions, Senses and Perceptions, and Feelings and
Emotions. Each row in the data frame corresponds to a specific verb within its respective
category, and the Frequency column contains the absolute frequencies associated with each
verb. The data frame organizes and presents information about the different categories of
thought verbs and their frequencies in a structured format for further analysis (Figures
56).</p>
        <p>The generated table, displayed using the View function, provides a comprehensive
overview of the data frame named verbs_data. The table is organized into three main
columns: Category, Verb, and Frequency. Each row corresponds to a specific verb within its
respective category, and the frequency column indicates how often each verb appears. This
tabular representation makes it easy to visually assess and analyze the distribution of
different categories of verbs along with their frequencies.</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.1.2. Shaping the graph of verba sentiendi</title>
        <p>In R, we utilized the ggplot2 package to generate a frequency graph. This graph is a bar plot
that contrasts the frequencies of verbs across the three categories. On the x-axis, we have
the categories, while the y-axis signifies the frequency. Each bar is color-coded based on its
respective category. The geom_bar function, set with stat = identity, represents the
frequencies, and the position = dodge parameter is employed to arrange the bars side by
side (Figures 7-8).</p>
        <p>The height of each bar represents the frequency of a specific verb within the categories.
Higher bars indicate higher frequencies, suggesting that those verbs (know, thought, think,
mean; was, be, see, look; like, love, want) are used more frequently in expressing thoughts
and opinions.</p>
      </sec>
      <sec id="sec-4-4">
        <title>4.1.3. Counting up descriptive statistics of verba sentiendi</title>
        <p>To derive descriptive statistics for the three investigated categories of verba sentiendi
(Thoughts and Opinions, Senses and Perceptions, Feelings and Emotions), we employed the
summary and aggregate functions in “R Studio”. These functions facilitated the calculation
of key summary metrics such as mean, median, standard deviation, and quartiles for each
category. The aggregate function was used to compute the summary statistics for each
category. It grouped the data based on the Category column and subsequently applied
specified functions to determine the mean, median, standard deviation, and quartiles of the
Frequency column within each category. The resulting data frame, category_summary,
encapsulates the descriptive statistics of verba sentiendi (Figure 9).</p>
        <p>Interpreting the presented results in the context of Carter’s fiction, particularly
concerning the category of Thoughts and Opinions and the associated verba sentiendi, can
provide insights into how she crafts the interiority of her characters. The following aspects
have been considered: mean (191) – the moderate mean frequency suggests that the use of
thought verbs within this category is not excessively high, indicating a balance in the
presentation of characters’ thoughts; median (83.5) – the median being lower than the
mean suggests a potential variability in the frequency of specific thought verbs. Carter may
utilize certain verbs more sparingly, perhaps reserving them for moments of particular
significance or emotional intensity; standard deviation (206) indicates a moderate level of
variability in the frequency of thought verbs. Carter’s use of verba sentiendi within the
Thoughts and Opinions category may exhibit diversity, capturing a range of characters’
cognitive processes and reflective moments; First and Third Quartiles (40.5 and 284) the
interquartile range of 243.5 suggests variability in the central 50% of the data. Carter’s
representation of characters’ thoughts spans from more frequent usage to less frequent,
indicating a comprehensive exploration of interiority without being overly repetitive.</p>
      </sec>
      <sec id="sec-4-5">
        <title>4.2. Quantifying verbal semantics of verba dicendi</title>
        <p>Quantifying verbal semantics of verba dicendi consisted of their extraction, shaping the
graph and counting up the descriptive statistics.</p>
      </sec>
      <sec id="sec-4-6">
        <title>4.2.1. Extraction of verba dicendi</title>
        <p>The streamlined processing of verbal semantics within corpus data was made possible
through computer-based discourse analysis using “Voyant Tools”, allowing for the
quantification of both absolute and relative frequencies of verba dicendi within the corpus.
The absolute occurrences of verbs within each category of verba dicendi, expressed in
either present or past tense forms, are delineated as Tentative (assume 17, conceive 17,
consider 18, contemplate 18, could 1245, entertain 17, explore 15, intimate 26, may 160,
might 632, ponder 37, propose 17, suggest 41, wander 41), Neutral (announce 52, capture
34, depict 10, inform 24, point 158, present 115, render 32, reply 30, say 501, said 803, tell
239, told 226), and Assertive (affirm 7, argue 3, assert 11, claim 21, declare 13, insist 23,
maintain 20, proclaim 5, promise 43, state 109). The relative frequency ranges from 0.0001
to 0.003, with the verb could (Tentative category) having the highest frequency (Figures
1012).</p>
        <p>The frequent use of verba dicendi in Carter’s fiction serves several significant purposes:
characterization – the choice of speech verbs contributes to the characterization of
individuals within the narrative. Tentative verbs like could, might, and may suggest
uncertainty or hesitancy in a character’s speech, providing insights into their personality
traits or emotional states; dialogue style – neutral verbs such as say, said, told, and tell form
the backbone of dialogue representation. They maintain a standard and clear way of
presenting speech, ensuring readability and coherence in conversations; expressive
nuances – assertive verbs like state, promise, and insist add depth to characters’ expressions,
showcasing their confidence and determination during communication. These verbs convey
a sense of conviction or emphasis in characters’ speech; narrative tone – the frequency and
choice of these speech verbs contribute to the overall tone of the narrative. Whether it leans
towards tentativeness, neutrality, or assertiveness can influence the atmosphere and
dynamics within the story.</p>
        <p>Setting up a data frame for verba dicendi involves creating a structure that represents
the frequency of each verb in different categories (Tentative, Neutral, and Assertive). Below
there is a code snippet in R to create a data frame for the extracted verb frequencies. This
code defines a data frame named verba_dicendi_data with columns Category, Verb, and
Frequency, and populates it with the provided verb frequencies categorized into Tentative,
Neutral, and Assertive (Figures 13-14).</p>
        <p>The table produced and viewed using the View function presents a summary of the data
frame named verbs_data. Structured with three key columns – Category, Verb, and
Frequency – each row corresponds to a particular verb within its designated category, and
the frequency column quantifies the occurrence of each verb. This tabular format simplifies
the visual evaluation of the distribution of various verb categories, facilitating a
comprehensive analysis of their frequencies.</p>
      </sec>
      <sec id="sec-4-7">
        <title>4.2.2. Shaping the graph of verba dicendi</title>
        <p>Shaping a graph for verba dicendi involves visually representing the frequencies of
categories of speech verbs. This can provide a clear overview of how verbs are distributed
across Tentative, Neutral, and Assertive categories. A code snippet in R uses ggplot2 to
visualize the three categories of speech verbs simultaneously (Figures 15-16).</p>
        <p>The vertical dimension of each bar in the generated graph corresponds to the frequency
of a particular verb within the respective categories. Taller bars signify greater frequencies,
indicating that verbs such as could, might, may; said, say, told, tell; state, promise, insist are
employed more frequently. This suggests a heightened occurrence of these verbs in
expressing exteriority.</p>
      </sec>
      <sec id="sec-4-8">
        <title>4.2.3. Counting up descriptive statistics of verba dicendi</title>
        <p>To obtain statistical insights into the three explored categories of verba dicendi (Tentative,
Neutral, Assertive), I utilized the summary and aggregate functions in R. These functions
enabled the computation of essential summary metrics, including mean, median, standard
deviation, and quartiles for each category. Employing the aggregate function involved
grouping the data by the Category column and applying specified functions to calculate
mean, median, standard deviation, and quartiles of the Frequency column within each
category. The resultant data frame, category_summary, encompasses the descriptive
statistics corresponding to each category of verba dicendi. This code uses the dplyr package
to group the data by the Category column and then calculates the mean, median, standard
deviation, and quartiles for the Frequency column within each category. The results are
stored in the category_summary_dicendi data frame, which is then printed for examination
(Figure 17).</p>
        <p>The overall analysis of verbal semantics of verba dicendi categories reveals a deliberate
and nuanced approach by Carter in portraying characters’ communication in her magical
realist fiction. The intentional use of speech verbs contributes to a balanced and diverse
representation of the characters’ interiority, ensuring authenticity and depth in their speech
presentation. The variability in median frequencies and standard deviation across
categories reflects Carter’s strategic and varied use of speech verbs to capture the richness
of characters’ communicative experiences. The interpretation of results comprises the
following aspects: mean (95.33) – the moderate overall mean frequency across all
categories suggests a balanced and intentional use of speech verbs in Carter’s fiction and a
measured portrayal of characters’ communication; median (18) – the moderate overall
median indicates potential variability in the frequency of specific speech verbs. Carter
selectively uses certain verbs for impactful or significant moments, contributing to a
dynamic portrayal of characters’ communicative expressions; standard deviation (175.65)
– the moderate overall standard deviation (175.65) suggests a reasonable level of
variability in the frequency of speech verbs. Carter’s intentional and diverse use reflects a
dynamic and nuanced representation of characters’ communicative interactions; first and
third quartiles (22.5) – the overall interquartile range indicates variability in the central
50% of the data. Carter’s representation of characters’ speech spans from less frequent to
more frequent, ensuring a comprehensive exploration of communicative expressions
without excessive repetition. In summary, Carter’s choice and use of verba dicendi
contribute to a sophisticated narrative strategy, ensuring a multifaceted depiction of the
characters’ communication.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>The comprehensive analysis of quantifying verba sentiendi vs. verba dicendi in Carter’s
magical realist fiction provides valuable insights into the portrayal of interiority and
exteriority within her narratives. Quantifying verbal semantics enabled a thorough
examination of interiority vs. exteriority and facilitated a holistic understanding of how
speech and thought representations are employed in various contexts. To compare
frequencies of related words and compile descriptive statistics data, a combination of
computational tools “Voyant Tools” and R was used, which offered a quantitative validation
of linguistic observations. The results concerning frequency distribution and interpretation
of verba sentiendi vs. verba dicendi signify that Carter employs a deliberate and nuanced
approach to both thought and speech representation.</p>
      <p>The distinction observed in the researched verbs underscores a statistical preference for
verba sentiendi. The moderate mean frequency of verba sentiendi, recorded at 191,
indicates a predominant use of thought verbs, contributing to a vivid portrayal of the
thoughts and intentions of characters, who are haunted by their past mistakes and often
have to face terrible consequences. The median value of 83.5 shows variability in the use of
specific thought verbs, facilitating an exact depiction of characters’ cognition. With a high
standard deviation of 206, there is considerable variability, introducing diversity in the
portrayal of characters’ thoughts and refining the interiority in magic realistic fiction.</p>
      <p>In contrast, verba dicendi are less numerous and lack statistical significance, indicating
that Carter does not employ them extensively to depict exteriority through the
representation of characters’ speech. The overall mean frequency of verba dicendi, standing
at 95.33, suggests a measured use of speech verbs, aligning with the focus on characters’
inner worlds, i.e., their mental state (interior). The low median of 18 does not suggest
variability in the usage of specific verba dicendi, highlighting the selectivity in characters’
speech. The standard deviation of 175.65 implies a minimal level of variability, signifying a
restrained application of verba dicendi.</p>
      <p>In sum, Carter employs verbal semantics balancing exteriority vs. interiority depiction
in her magical realist fiction. The higher frequency of was in Senses and Perceptions
signifies a robust emphasis on portraying the external world and prevailing thought in
thought representation. At the same time, the more restrained use of could in Tentative
category suggests a selective presentation of characters’ hidden speech and speculative
elements. This subtle interaction and the blurred border between interiority and exteriority
contribute to the richness and depth of Carter’s narrative style, creating a captivating blend
of magical realism and intricate character exploration. The combination of verbal semantics
and descriptive statistics provides a robust methodological framework in applied
linguistics. Insights derived from the quantitative analysis of verba sentiendi vs. verba
dicendi can have practical applications in language teaching, natural language processing,
and other applied linguistic domains.
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