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Emotion dynamics in movie dialogues

Emotion dynamics is a framework for measuring how an individual’s emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion dynamics through one’s utterances. Specifically we introduce a numb...

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Detalles Bibliográficos
Autores principales: Hipson, Will E., Mohammad, Saif M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8452047/
https://www.ncbi.nlm.nih.gov/pubmed/34543312
http://dx.doi.org/10.1371/journal.pone.0256153
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author Hipson, Will E.
Mohammad, Saif M.
author_facet Hipson, Will E.
Mohammad, Saif M.
author_sort Hipson, Will E.
collection PubMed
description Emotion dynamics is a framework for measuring how an individual’s emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion dynamics through one’s utterances. Specifically we introduce a number of utterance emotion dynamics (UED) metrics inspired by work in Psychology. We use this approach to trace emotional arcs of movie characters. We analyze thousands of such character arcs to test hypotheses that inform our broader understanding of stories. Notably, we show that there is a tendency for characters to use increasingly more negative words and become increasingly emotionally discordant with each other until about 90% of the narrative length. UED also has applications in behavior studies, social sciences, and public health.
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spelling pubmed-84520472021-09-21 Emotion dynamics in movie dialogues Hipson, Will E. Mohammad, Saif M. PLoS One Research Article Emotion dynamics is a framework for measuring how an individual’s emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion dynamics through one’s utterances. Specifically we introduce a number of utterance emotion dynamics (UED) metrics inspired by work in Psychology. We use this approach to trace emotional arcs of movie characters. We analyze thousands of such character arcs to test hypotheses that inform our broader understanding of stories. Notably, we show that there is a tendency for characters to use increasingly more negative words and become increasingly emotionally discordant with each other until about 90% of the narrative length. UED also has applications in behavior studies, social sciences, and public health. Public Library of Science 2021-09-20 /pmc/articles/PMC8452047/ /pubmed/34543312 http://dx.doi.org/10.1371/journal.pone.0256153 Text en © 2021 Hipson, Mohammad https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Hipson, Will E.
Mohammad, Saif M.
Emotion dynamics in movie dialogues
title Emotion dynamics in movie dialogues
title_full Emotion dynamics in movie dialogues
title_fullStr Emotion dynamics in movie dialogues
title_full_unstemmed Emotion dynamics in movie dialogues
title_short Emotion dynamics in movie dialogues
title_sort emotion dynamics in movie dialogues
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8452047/
https://www.ncbi.nlm.nih.gov/pubmed/34543312
http://dx.doi.org/10.1371/journal.pone.0256153
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