NAIST LIFE STORY: A Seven-Year Crowdsourced Dataset of Japanese Emotion-related Episodes
Kazuhiro Ito, Junko Hayashi, Hiroyuki Nagai, Shoko Wakamiya, Eiji ARAMAKI
Abstract
Existing emotion datasets have supported a wide range of NLP tasks, but most are static resources that capture language use only at the time of their creation. As a result, they cannot represent how emotional meanings shift in response to cultural and social change. To address this limitation, we present NAIST LIFE STORY, a seven-year collection of Japanese emotion-related episodes that reflect contemporary topics across multiple years. Since 2017, 1,000 crowdsourced participants per quarter have written short texts describing personal experiences associated with seven emotions: anger, anxiety, disgust, trust, joy, sadness, and surprise. The dataset currently spans 28 periods and includes gender and age information for each participant. Analyses reveal systematic differences in text length and lexical diversity across emotions, as well as clear temporal trends linked to major events such as the COVID-19 pandemic. A preliminary experiment with a large language model shows that using this dataset as contextual evidence improves time-aware emotion inference, demonstrating its value for studying the evolving relationship between emotion and language.- Anthology ID:
- 2026.lrec-main.522
- Volume:
- Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Month:
- May
- Year:
- 2026
- Address:
- Palma de Mallorca, Spain
- Editors:
- Stelios Piperidis, Núria Bel, Henk van den Heuvel, Nancy Ide, Simon Krek, Antonio Toral
- Venue:
- LREC
- SIG:
- Publisher:
- ELRA Language Resource Association
- Note:
- Pages:
- 6573–6584
- Language:
- URL:
- https://preview.aclanthology.org/ingest-lrec/2026.lrec-main.522/
- DOI:
- Cite (ACL):
- Kazuhiro Ito, Junko Hayashi, Hiroyuki Nagai, Shoko Wakamiya, and Eiji ARAMAKI. 2026. NAIST LIFE STORY: A Seven-Year Crowdsourced Dataset of Japanese Emotion-related Episodes. International Conference on Language Resources and Evaluation, main:6573–6584.
- Cite (Informal):
- NAIST LIFE STORY: A Seven-Year Crowdsourced Dataset of Japanese Emotion-related Episodes (Ito et al., LREC 2026)
- PDF:
- https://preview.aclanthology.org/ingest-lrec/2026.lrec-main.522.pdf