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arXiv:1606.07772cs.CL

The emotional arcs of stories are dominated by six basic shapes

Andrew J. Reagan, Lewis Mitchell, Dilan Kiley, Christopher M. Danforth, Peter Sheridan Dodds

Abstract

Advances in computing power, natural language processing, and digitization of text now make it possible to study a culture's evolution through its texts using a "big data" lens. Our ability to communicate relies in part upon a shared emotional experience, with stories often following distinct emotional trajectories and forming patterns that are meaningful to us. Here, by classifying the emotional arcs for a filtered subset of 1,327 stories from Project Gutenberg's fiction collection, we find a set of six core emotional arcs which form the essential building blocks of complex emotional trajectories. We strengthen our findings by separately applying Matrix decomposition, supervised learning, and unsupervised learning. For each of these six core emotional arcs, we examine the closest characteristic stories in publication today and find that particular emotional arcs enjoy greater success, as measured by downloads.

arXiv comments
Manuscript: 10 pages, 7 figures. Supplementary: 81 pages, 29 figures
Journal reference
DOI
doi:10.1140/epjds/s13688-016-0093-1
Subjects
cs.CLComputation and Language

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Linked by 6 identifiable commenters in 7 comments across 7 threads, from Jul 2016 to Nov 2023. Found in 4 HN submissions from Jun 2016 to Nov 2023. Open submission discussions.

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Discussed in comments7 threads

    • The original paper [1] also contains some great graphs. And less hyperbole; these are the six basic plots of ~1400 English-language stories on Project Gutenberg, not of every story in the world, ever 1: https://arxiv.org/pdf/1606.07772.pdf

      wongarsuView on HNParent context

    • In 2016 people analyzed a bunch of fiction and these trajectories showed up: https://arxiv.org/abs/1606.07772 Articles about: https://www.technologyreview.com/s/601848/data-mining-reveal... https://www.theatlantic.com/technology/archive/2016/07/the-s...

      ryanchoiView on HNParent context

    • This is the paper if anyone is interested: https://arxiv.org/abs/1606.07772 I've done some work with one of the authors (Lewis, who is based at Adelaide Uni). They do some interesting work generally.

      nlView on HNParent context

    • by classifying the emotional arcs for a filtered subset of 1,737 stories from Project Gutenberg's fiction collection, we find a set of six core trajectories which form the building blocks of complex narratives. We strengthen our findings by separately applying optimization…

      nlView on HNParent context

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