WorryWords: Norms of Anxiety Association for over 44k English Words
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Abstract (arXiv)
Anxiety, the anticipatory unease about a potential negative outcome, is a common and beneficial human emotion. However, there is still much that is not known, such as how anxiety relates to our body and how it manifests in language. This is especially pertinent given the increasing impact of anxiety-related disorders. In this work, we introduce WorryWords, the first large-scale repository of manually derived word--anxiety associations for over 44,450 English words. We show that the anxiety associations are highly reliable. We use WorryWords to study the relationship between anxiety and other emotion constructs, as well as the rate at which children acquire anxiety words with age. Finally, we show that using WorryWords alone, one can accurately track the change of anxiety in streams of text. The lexicon enables a wide variety of anxiety-related research in psychology, NLP, public health, and social sciences. WorryWords (and its translations to over 100 languages) is freely available. http://saifmohammad.com/worrywords.html
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). Builds on 7 of its 54 references that are in the map. First posted on arXiv 6 Nov 2024.
Builds on
7 of 54 references.
References · 7
- 2013Crowdsourcing a Word-Emotion Association Lexiconcited by 196
- 2017Word Affect Intensitiescited by 51
- 2022Best Practices in the Creation and Use of Emotion Lexiconscited by 27
- 2013From Once Upon a Time to Happily Ever After: Tracking Emotions in Novels and Fairy Talescited by 16
- 2023Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysiscited by 16
- 2018Attention-Based LSTM for Psychological Stress Detection from Spoken Language Using Distant Supervisioncited by 8
- 2013Happiness and the Patterns of Life: A Study of Geolocated Tweetscited by 4
Built on by
Citing papers per year: 2025: 7; 2026: 3.
10 papers.
- 2025BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languagescited by 27
- 2025NRC VAD Lexicon v2: Norms for Valence, Arousal, and Dominance for over 55k English Termscited by 27
- 2025SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detectioncited by 9
- 2025Figurative-cum-Commonsense Knowledge Infusion for Multimodal Mental Health Meme Classificationcited by 6
- 2025Words of Warmth: Trust and Sociability Norms for over 26k English Wordscited by 4
- 2025A Comprehensive Review of Datasets for Clinical Mental Health AI Systemscited by 3
- 2026Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? A Study of Hierarchical Gating and Calibrationcited by 3
- 2025Breaking Bad: Norms for Valence, Arousal, and Dominance for over 10k English Multiword Expressionscited by 1
- 2026When are We Worried? Temporal Trends of Anxiety and What They Reveal about Uscited by 0
- 2026From Trial by Fire To Sleep Like a Baby: A Lexicon of Anxiety Associations for 20k English Multiword Expressionscited by 0
- 2026From Trial by Fire To Sleep Like a Baby: A Lexicon of Anxiety Associations for 20k English Multiword Expressions21 Feb 2026
- 2026When are We Worried? Temporal Trends of Anxiety and What They Reveal about Us11 Feb 2026
- 2026Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? A Study of Hierarchical Gating and Calibration31 Jan 2026
- 2025Breaking Bad: Norms for Valence, Arousal, and Dominance for over 10k English Multiword Expressions25 Nov 2025
- 2025A Comprehensive Review of Datasets for Clinical Mental Health AI Systems13 Aug 2025
- 2025Words of Warmth: Trust and Sociability Norms for over 26k English Words4 Jun 2025
- 2025NRC VAD Lexicon v2: Norms for Valence, Arousal, and Dominance for over 55k English Terms30 Mar 2025
- 2025SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection10 Mar 2025
- 2025BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages17 Feb 2025
- 2025Figurative-cum-Commonsense Knowledge Infusion for Multimodal Mental Health Meme Classification25 Jan 2025