Between Whispers and Screams: Loudness Standard Deviation as a Proxy for Explicit Content Detection in US Romance Novels

Svenja Guhr


Abstract
This study proposes and tests loudness standard deviation (SD) of fictional sound events as an acoustically grounded proxy for detecting explicit content in romance fiction. Working with a subcorpus of novels from the Harlequin Men Made in America series, scenes were annotated for character and ambient sound with loudness levels. Additionally, the scenes were annotated on a ternary severity scale with two content advisory categories drawn from the PG-story taxonomy, Sex & Nudity and Violence & Scariness (CITATION), and tested whether within-scene loudness SD of character and ambient sound correlates with either category. Loudness standard deviation analyses of character and ambient sounds in scenes featuring explicit content reveal that erotic scenes are acoustically marked by significantly higher variability in character-produced sounds, reflecting the dynamic range from whispered dialogue to vocalized arousal, while no significant correlation was found between high ambient sound loudness SD and scenes of elevated Violence & Scariness.
Anthology ID:
2026.nlp4dh-1.33
Volume:
Proceedings of the 6th International Conference on Natural Language Processing for the Digital Humanities
Month:
July
Year:
2026
Address:
San Diego, USA
Editors:
Sil Hamilton, Emily Öhman, Rebecca M. M. Hicke, Yuri Bizzoni, Axel Bax, Jacob A. Matthews, Mika Hämäläinen
Venues:
NLP4DH | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
368–380
Language:
URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.nlp4dh-1.33/
DOI:
Bibkey:
Cite (ACL):
Svenja Guhr. 2026. Between Whispers and Screams: Loudness Standard Deviation as a Proxy for Explicit Content Detection in US Romance Novels. In Proceedings of the 6th International Conference on Natural Language Processing for the Digital Humanities, pages 368–380, San Diego, USA. Association for Computational Linguistics.
Cite (Informal):
Between Whispers and Screams: Loudness Standard Deviation as a Proxy for Explicit Content Detection in US Romance Novels (Guhr, NLP4DH 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl-workshops/2026.nlp4dh-1.33.pdf