Lune

EMNLP2025Top-tier venue

CR4-NarrEmote: An Open Vocabulary Dataset of Narrative Emotions Derived Using Citizen Science

Andrew Piper, Robert Budac

Abstract

We introduce "Citizen Readers for Narrative Emotions" (CR4-NarrEmote), a large-scale, open-vocabulary dataset of narrative emotions derived through a citizen science initiative. Over a four-month period, 3,738 volunteers contributed more than 200,000 emotion annotations across 43,000 passages from long-form fiction and non-fiction, spanning 150 years, twelve genres, and multiple Anglophone cultural contexts. To facilitate model training and comparability, we provide mappings to both dimensional (Valence-Arousal-Dominance) and categorical (NRC Emotion) frameworks. We evaluate annotation reliability using lexical, categorical, and semantic agreement measures, and find substantial alignment between citizen science annotations and expert-generated labels. As the first open-vocabulary resource focused on narrative emotions at scale, CR4-NarrEmote provides an important foundation for affective computing and narrative understanding.

Ask Lune

Ask anything. The answer quotes the paper.

Lune reads all of it and the papers around it, then shows you the passages behind every answer.

Questions to start from

Lune answers from

the full paper · related work

Get the answer

Free to start. No credit card required.

Builds on1

  1. GoEmotions: A Dataset of Fine-Grained EmotionsDorottya Demszky, Dana Movshovitz-Attias, Jeongwoo Ko, Alan S. Cowen et al.ACL 2020 · 16 citations

Related papers

  1. Dimensional Emotion Detection from Categorical EmotionSungjoon Park, Jiseon Kim, Seonghyeon Ye, Jaeyeol Jeon et al.EMNLP 2021 · 3 citations
  2. Affection: Learning Affective Explanations for Real-World Visual DataPanos Achlioptas, Maks Ovsjanikov, Leonidas J. Guibas, Sergey TulyakovCVPR 2023
  3. Automatic Annotation of Direct Speech in Written French NarrativesNoé Durandard, Viet-Anh Tran, Gaspard Michel, Elena V. EpureACL 2023 · 1 citation
  4. Evaluating the Expressive Appropriateness of Speech in Rich ContextsTianrui Wang, Ziyang Ma, Yizhou Peng, Haoyu Wang et al.ACL 2026
  5. ArtEmis: Affective Language for Visual ArtPanos Achlioptas, Maks Ovsjanikov, Kilichbek Haydarov, Mohamed Elhoseiny et al.CVPR 2021
Dusk over the sea between two cliffs drawn in fine vertical lines