Tracing the shapes of adventure: a subject-based interpretation of emotional arcs
Narrative, a common practice in human life, has long been a focus of humanities research. Advances in natural language processing have enabled us to delve deeper into narrative universals based on large-scale data. This study examines the emotional modes in 1,222 adventure stories from Project Guten...
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Published in | Digital Scholarship in the Humanities |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
23.07.2025
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Online Access | Get full text |
ISSN | 2055-7671 2055-768X |
DOI | 10.1093/llc/fqaf059 |
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Abstract | Narrative, a common practice in human life, has long been a focus of humanities research. Advances in natural language processing have enabled us to delve deeper into narrative universals based on large-scale data. This study examines the emotional modes in 1,222 adventure stories from Project Gutenberg. Emotional arcs were extracted from these books, revealing six primary modes of emotional changes. To interpret these emotional modes, we analyzed their alignment with the subjects of the corresponding stories. The findings highlight the reliability of data-driven methods in uncovering universal emotional patterns in adventure narratives. Moreover, the study demonstrates that the subjects of stories are often consistent with their emotional modes. This consistency enables us to interpret and compare these modes. Our study offers valuable insights into narrative universals by enhancing the interpretability of emotional modes. |
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AbstractList | Narrative, a common practice in human life, has long been a focus of humanities research. Advances in natural language processing have enabled us to delve deeper into narrative universals based on large-scale data. This study examines the emotional modes in 1,222 adventure stories from Project Gutenberg. Emotional arcs were extracted from these books, revealing six primary modes of emotional changes. To interpret these emotional modes, we analyzed their alignment with the subjects of the corresponding stories. The findings highlight the reliability of data-driven methods in uncovering universal emotional patterns in adventure narratives. Moreover, the study demonstrates that the subjects of stories are often consistent with their emotional modes. This consistency enables us to interpret and compare these modes. Our study offers valuable insights into narrative universals by enhancing the interpretability of emotional modes. |
Author | Yan, Jianwei Chen, Yixi |
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References | Genette (2025072321475260500_fqaf059-B17) 1983 Yuan (2025072321475260500_fqaf059-B45) 2018; 45 Vaish (2025072321475260500_fqaf059-B39) 2008; 134 Barthes (2025072321475260500_fqaf059-B3) 1975; 6 Deane (2025072321475260500_fqaf059-B13) 2011; 53 Brown (2025072321475260500_fqaf059-B9) 2020; 6 Vonnegut (2025072321475260500_fqaf059-B42) 2010 Dale (2025072321475260500_fqaf059-B12) 2023; 26 Parlevliet (2025072321475260500_fqaf059-B29) 2018; 54 Pedregosa (2025072321475260500_fqaf059-B30) 2011; 12 Vonnegut (2025072321475260500_fqaf059-B41) 1981 Fang (2025072321475260500_fqaf059-B16) 2023; 38 Keogh (2025072321475260500_fqaf059-B25) 2005; 7 Mohammad (2025072321475260500_fqaf059-B27) 2012; 53 Jacobs (2025072321475260500_fqaf059-B21) 2019; 6 Knight (2025072321475260500_fqaf059-B26) 2024; 10 Piper (2025072321475260500_fqaf059-B31) 2022; 54 Antoniak (2025072321475260500_fqaf059-B2) 2024 Baumeister (2025072321475260500_fqaf059-B4) 2001; 5 Hutto (2025072321475260500_fqaf059-B20) 2014 Singh (2025072321475260500_fqaf059-B37) 2021; 13 Jacobs (2025072321475260500_fqaf059-B22) 2020; 11 Yan (2025072321475260500_fqaf059-B44) 2024; 40 Toubia (2025072321475260500_fqaf059-B38) 2021; 118 Chu (2025072321475260500_fqaf059-B11) 2002 Bird (2025072321475260500_fqaf059-B7) 2009 Dodds (2025072321475260500_fqaf059-B14) 2015; 112 Campbell (2025072321475260500_fqaf059-B10) 1949 Herman (2025072321475260500_fqaf059-B18) 2005 Hogan (2025072321475260500_fqaf059-B19) 2020; 41 Wang (2025072321475260500_fqaf059-B43) 2018 Abdi (2025072321475260500_fqaf059-B1) 2010; 2 Parlevliet (2025072321475260500_fqaf059-B28) 2014; 43 Jung (2025072321475260500_fqaf059-B23) 1956 Boyd (2025072321475260500_fqaf059-B8) 2020; 6 Egidi (2025072321475260500_fqaf059-B15) 2009; 37 Rousseeuw (2025072321475260500_fqaf059-B36) 1987; 20 Zhong (2025072321475260500_fqaf059-B46) 2023; 18 Jung (2025072321475260500_fqaf059-B24) 1969 Virtanen (2025072321475260500_fqaf059-B40) 2020; 17 Piper (2025072321475260500_fqaf059-B32) 2021 Ribeiro (2025072321475260500_fqaf059-B35) 2016; 5 Bebbington (2025072321475260500_fqaf059-B5) 2017; 38 Reagan (2025072321475260500_fqaf059-B34) 2016; 5 Bietti (2025072321475260500_fqaf059-B6) 2019; 11 Piper (2025072321475260500_fqaf059-B33) 2023; 98 |
References_xml | – volume-title: Narrative Discourse: An Essay in Method year: 1983 ident: 2025072321475260500_fqaf059-B17 – year: 2021 ident: 2025072321475260500_fqaf059-B32 doi: 10.18653/v1/2021.emnlp-main.26 – start-page: 295 volume-title: Quantitative Analysis of Dependency Structures year: 2018 ident: 2025072321475260500_fqaf059-B43 doi: 10.1515/9783110573565-015 – volume: 45 start-page: 517 year: 2018 ident: 2025072321475260500_fqaf059-B45 article-title: Framing Surprise, Suspense, and Curiosity: A Cognitive Approach to the Emotional Effects of Narrative’, publication-title: Neohelicon doi: 10.1007/s11059-018-0462-9 – year: 2024 ident: 2025072321475260500_fqaf059-B2 doi: 10.18653/v1/2024.acl-long.383 – volume: 112 start-page: 2389 year: 2015 ident: 2025072321475260500_fqaf059-B14 article-title: Human Language Reveals a Universal Positivity Bias’, publication-title: Proceedings of the National Academy of Sciences doi: 10.1073/pnas.1411678112 – volume: 40 start-page: 354 year: 2024 ident: 2025072321475260500_fqaf059-B44 article-title: Defining Digital Humanities and Examining its Relationship with Linguistics through the Lens of Digital Scholarship in the Humanities publication-title: Digital Scholarship in the Humanities doi: 10.1093/llc/fqae075 – volume: 43 start-page: 468 year: 2014 ident: 2025072321475260500_fqaf059-B28 article-title: Bring up the Children: National and Religious Identity and Identification in Dutch Children’s Historical Novels 1848–c.1870’, publication-title: History of Education doi: 10.1080/0046760X.2014.912680 – volume: 5 start-page: 323 year: 2001 ident: 2025072321475260500_fqaf059-B4 article-title: Bad is Stronger than Good’, publication-title: Review of General Psychology doi: 10.1037/1089-2680.5.4.323 – volume: 2 start-page: 433 year: 2010 ident: 2025072321475260500_fqaf059-B1 article-title: Principal Component Analysis’, publication-title: WIREs Computational Statistics doi: 10.1002/wics.101 – volume: 11 start-page: 574746 year: 2020 ident: 2025072321475260500_fqaf059-B22 article-title: Sentiment Analysis of Children and Youth Literature: Is There a Pollyanna Effect’, publication-title: Frontiers in Psychology doi: 10.3389/fpsyg.2020.574746 – start-page: 42 volume-title: Collected Works of C.G. Jung, Volume 9 (part 1): Archetypes and the Collective Unconscious year: 1969 ident: 2025072321475260500_fqaf059-B24 – volume-title: Palm Sunday: An Autobiographical Collage year: 1981 ident: 2025072321475260500_fqaf059-B41 – year: 2002 ident: 2025072321475260500_fqaf059-B11 doi: 10.1137/1.9781611972726.12 – volume: 11 start-page: 710 year: 2019 ident: 2025072321475260500_fqaf059-B6 article-title: Storytelling as Adaptive Collective Sensemaking’, publication-title: Topics in Cognitive Science doi: 10.1111/tops.12358 – volume: 17 start-page: 261 year: 2020 ident: 2025072321475260500_fqaf059-B40 article-title: SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python’, publication-title: Nature Methods doi: 10.1038/s41592-019-0686-2 – volume: 12 start-page: 2825 year: 2011 ident: 2025072321475260500_fqaf059-B30 article-title: Scikit-learn: Machine Learning in Python’, publication-title: Journal of Machine Learning Research – year: 2014 ident: 2025072321475260500_fqaf059-B20 doi: 10.1609/icwsm.v8i1.14550 – volume: 26 start-page: 767 year: 2023 ident: 2025072321475260500_fqaf059-B12 article-title: The Shape of Inspiration: Exploring the Emotional Arcs and Self-Transcendent Elicitors Within Inspirational Movies’, publication-title: Media Psychology doi: 10.1080/15213269.2023.2210841 – volume-title: The Hero with a Thousand Faces year: 1949 ident: 2025072321475260500_fqaf059-B10 – volume: 6 start-page: 237 year: 1975 ident: 2025072321475260500_fqaf059-B3 article-title: An Introduction to the Structural Analysis of Narrative’, publication-title: New Literary History doi: 10.2307/468419 – volume: 38 start-page: 92 year: 2017 ident: 2025072321475260500_fqaf059-B5 article-title: The Sky is Falling: Evidence of a Negativity Bias in the Social Transmission of Information’, publication-title: Evolution and Human Behavior doi: 10.1016/j.evolhumbehav.2016.07.004 – volume-title: Collected Works of C.G. Jung, Volume 5: Symbols of Transformation year: 1956 ident: 2025072321475260500_fqaf059-B23 – volume: 6 start-page: 53 year: 2019 ident: 2025072321475260500_fqaf059-B21 article-title: Sentiment Analysis for Words and Fiction Characters From the Perspective of Computational (Neuro-)Poetics’, publication-title: Frontiers in Robotics and AI doi: 10.3389/frobt.2019.00053 – year: 2010 ident: 2025072321475260500_fqaf059-B42 – volume: 118 start-page: e2011695118 year: 2021 ident: 2025072321475260500_fqaf059-B38 article-title: How Quantifying the Shape of Stories Predicts their Success’, publication-title: Proceedings of the National Academy of Sciences doi: 10.1073/pnas.2011695118 – volume: 6 start-page: 259 year: 2020 ident: 2025072321475260500_fqaf059-B9 article-title: The Shapes of Stories: A “Resonator” Model of Plot Structure’, publication-title: Frontiers of Narrative Studies doi: 10.1515/fns-2020-0016 – volume: 5 start-page: 23 year: 2016 ident: 2025072321475260500_fqaf059-B35 article-title: SentiBench—A Benchmark Comparison of State-of-the-practice Sentiment Analysis Methods’, publication-title: EPJ Data Science doi: 10.1140/epjds/s13688-016-0085-1 – volume-title: Natural Language Processing with Python. year: 2009 ident: 2025072321475260500_fqaf059-B7 – volume: 53 start-page: 689 year: 2011 ident: 2025072321475260500_fqaf059-B13 article-title: Imperial Boyhood: Piracy and the Play Ethic’, publication-title: Victorian Studies doi: 10.2979/victorianstudies.53.4.689 – volume: 37 start-page: 547 year: 2009 ident: 2025072321475260500_fqaf059-B15 article-title: How Valence Affects Language Processing: Negativity Bias and Mood Congruence in Narrative Comprehension’, publication-title: Memory & Cognition doi: 10.3758/MC.37.5.547 – volume: 41 start-page: 187 year: 2020 ident: 2025072321475260500_fqaf059-B19 article-title: Narrative Universals, Emotion, and Ethics’, publication-title: Poetics Today doi: 10.1215/03335372-8172514 – volume: 98 start-page: 101793 year: 2023 ident: 2025072321475260500_fqaf059-B33 article-title: A Quantitative Study of Non-linearity in Storytelling’, publication-title: Poetics doi: 10.1016/j.poetic.2023.101793 – volume: 7 start-page: 358 year: 2005 ident: 2025072321475260500_fqaf059-B25 article-title: Exact Indexing of Dynamic Time Warping’, publication-title: Knowledge and Information Systems doi: 10.1007/s10115-004-0154-9 – volume: 5 start-page: 1 year: 2016 ident: 2025072321475260500_fqaf059-B34 article-title: The Emotional Arcs of Stories are Dominated by Six Basic Shapes’, publication-title: EPJ Data Science doi: 10.1140/epjds/s13688-016-0093-1 – volume: 6 start-page: eaba2196 year: 2020 ident: 2025072321475260500_fqaf059-B8 article-title: The Narrative Arc: Revealing Core Narrative Structures through Text Analysis’, publication-title: Science Advances doi: 10.1126/sciadv.aba2196 – volume: 13 start-page: 183 year: 2021 ident: 2025072321475260500_fqaf059-B37 article-title: The Sympathetic Plot, Its Psychological Origins, and Implications for the Evolution of Fiction’, publication-title: Emotion Review doi: 10.1177/17540739211022824 – volume-title: The Routledge Encyclopedia of Narrative Theory year: 2005 ident: 2025072321475260500_fqaf059-B18 – volume: 10 start-page: eadl2013 year: 2024 ident: 2025072321475260500_fqaf059-B26 article-title: Narrative Reversals and Story Success’, publication-title: Science Advances doi: 10.1126/sciadv.adl2013 – volume: 20 start-page: 53 year: 1987 ident: 2025072321475260500_fqaf059-B36 article-title: Silhouettes: A Graphical Aid to the Interpretation and Validation of Cluster Analysis’, publication-title: Journal of Computational and Applied Mathematics doi: 10.1016/0377-0427(87)90125-7 – volume: 134 start-page: 383 year: 2008 ident: 2025072321475260500_fqaf059-B39 article-title: Not All Emotions are Created Equal: The Negativity Bias in Social-emotional Development’, publication-title: Psychological Bulletin doi: 10.1037/0033-2909.134.3.383 – volume: 38 start-page: 50 year: 2023 ident: 2025072321475260500_fqaf059-B16 article-title: Seeing Various Adventures through a Mirror: Detecting Translator’s Stylistic Visibility in Chinese Translations of Alice’s Adventure in Wonderland publication-title: Digital Scholarship in the Humanities doi: 10.1093/llc/fqac024 – volume: 53 start-page: 730 year: 2012 ident: 2025072321475260500_fqaf059-B27 article-title: From Once Upon a Time to Happily Ever After: Tracking Emotions in Mail and Books’, publication-title: Decision Support Systems doi: 10.1016/j.dss.2012.05.030 – volume: 54 start-page: 485 year: 2018 ident: 2025072321475260500_fqaf059-B29 article-title: Remediating History: Assessing the Past in Dutch Historical Fiction for Children c. 1960–1980’, publication-title: Paedagogica Historica doi: 10.1080/00309230.2017.1397715 – volume: 54 start-page: 879 year: 2022 ident: 2025072321475260500_fqaf059-B31 article-title: Toward a Data-Driven Theory of Narrativity’, publication-title: New Literary History doi: 10.1353/nlh.2022.a898332 – volume: 18 start-page: 1045 year: 2023 ident: 2025072321475260500_fqaf059-B46 article-title: Functional Clustering of Fictional Narratives Using Vonnegut Curves’, publication-title: Advances in Data Analysis and Classification doi: 10.1007/s11634-023-00567-1 |
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