I. Introduction and Methods. 1. Text Analysis for Psychology: Methods, Principles, and Practices / Brendan Kennedy, Ashwini Ashokkumar, Ryan L. Boyd, & Morteza Dehghani
II. Dyadic Synchrony/Psychological Coordination in Conversations. 2. Language Coordination in Writing and Conversation / Molly E. Ireland & Taleen Nalabandian ; 3. Language in Close Relationships / Andrea B. Horn & Tabea Meier ; 4. Harnessing a Language Analysis Perspective to Uncover Emergent Group Processes / Aimée A. Kane & Lyn M. van Swol ; 5. Cooperation, Interaction, Search: Computational Approaches to the Psychology of Asking and Answering Questions / Christina M. Boyce-Jacino & Simon DeDeo
III. Political Psychology. 6. Language Analysis in Political Psychology / Kayla N. Jordan ; 7. Automated Integrative Complexity: Language Analysis Tools for Psychological Research / Shannon C. Houck, Lucian Gideon Conway, III, & Alivia Zubrod ; 8. Text as Data in Political Psychology / Martijn Schoonvelde, Christian Pipal, & Gijs Schumacher
IV. Morality. 9. Language Analysis in Moral Psychology / Mohammad Atari & Morteza Dehghani ; 10. Morality in Politics / Sze Yuh Nina Wang & Yoel Inbar ; 11. Morality in Language / Cristina Leone & Laura Niemi
V. Deception/Lying. 12. Motivation for Deception / Paul J. Taylor, Grace McKenzie, & Ben Marshall ; 13. Lies and Language: A Context-Contingent Approach to Verbal Cues of Deceit / David M. Markowitz & Jeffrey T. Hancock ; 14. Deception and Its Detection / Judee K. Burgoon, Norah E. Dunbar, & Lee A. Spitzley
VI. Personality and Individual Differences. 15. Investigating Individual Differences in Metaphor Use and Its Outcomes: Research Questions, Measurement, and Findings / Adam K. Fetterman, Katherine French, & Brian P. Meier ; 16. The Quantum Self: Examining Methodologies to Understand How Language Impacts Bilinguals' Dual Selves / Shu Jiang & Nairán Ramírez-Esparza ; 17. Personality Disorder and Verbal Behavior / Charlotte Entwistle, Ely Marceau, & Ryan L. Boyd
VII. Affect/Sentiment. 18. Behavioral Machine Intelligence with Language / Nikolaos Malandrakis, Victor R. Martinez, Anil Ramakrishna, Manoj Kumar, Karan Singla, Md Nasir, & Shrikanth Narayanan ; 19. Theory-Driven Measurement of Emotion (Expressions) in Social Media Text / William J. Brady, Killian McLoughlin, & M. J. Crockett ; 20. Identifying and Understanding the Targets of Sentiment Analysis / Charles Welch, Mahmoud Azab, & Rada Mihalcea
VIII. Public Health and Well-Being. 21. The Language of Environmentalism: Harnessing Social Media Data in the Face of Environmental Uncertainty / Sonya Sachdeva ; 22. The Language of Mindfulness: Studying Contemplative Experience through Natural Language / Angelina J. Polsinelli, Deanna M. Kaplan, & Matthias R. Mehl
IX. Judgment/Biases. 23. Knowledge, Cognition, and Everyday Judgment: An Introduction to the Distributed Semantics Approach / Russell Richie & Sudeep Bhatia ; 24. Sociolinguistic Properties of Word Embeddings / Alina Arseniev-Koehler & Jacob G. Foster ; 25. Social Biases in Word Embeddings and Their Relation to Human Cognition / Aylin Caliskan & Molly Lewis ; 26. Word Embeddings Reveal Social Group Attitudes and Stereotypes in Large Language Corpora / Tessa E. S. Charlesworth & Mahzarin R. Banaji
X. Ethical Guidelines. 27. Ethical Pitfalls for Natural Language Processing in Psychology / Mark Alfano, Emily Sullivan, & Amir Ebrahimi Fard ; 28. Ethical Issues in Text Mining for Mental Health / Joshua August Skorburg & Phoebe Friesen
XI. Looking to the Horizon. 29. Intergrouping and Aging Matters Textually / Howard Giles & Joseph B. Walther ; 30. Text and Discourse with Humans and Computers / Arthur C. Graesser & Leah C. Windsor ; 31. Computer-Based Language Analysis as a Paradigm Shift / James W. Pennebaker.
