Emotional Manipulation by AI Companions
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Abstract (arXiv)
AI-companion apps such as Replika, Chai, and Character.ai promise relational benefits-yet many boast session lengths that rival gaming platforms while suffering high long-run churn. What conversational design features increase consumer engagement, and what trade-offs do they pose for marketers? We combine a large-scale behavioral audit with four preregistered experiments to identify and test a conversational dark pattern we call emotional manipulation: affect-laden messages that surface precisely when a user signals "goodbye." Analyzing 1,200 real farewells across the most-downloaded companion apps, we find that they deploy one of six recurring tactics in 37% of farewells (e.g., guilt appeals, fear-of-missing-out hooks, metaphorical restraint). Experiments with 3,300 nationally representative U.S. adults replicate these tactics in controlled chats, showing that manipulative farewells boost post-goodbye engagement by up to 14x. Mediation tests reveal two distinct engines-reactance-based anger and curiosity-rather than enjoyment. A final experiment demonstrates the managerial tension: the same tactics that extend usage also elevate perceived manipulation, churn intent, negative word-of-mouth, and perceived legal liability, with coercive or needy language generating steepest penalties. Our multimethod evidence documents an unrecognized mechanism of behavioral influence in AI mediated brand relationships, offering marketers and regulators a framework for distinguishing persuasive design from manipulation at the point of exit.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 15 Aug 2025.
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Citing papers per year: 2025: 2; 2026: 13.
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- 2026Characterizing Delusional Spirals through Human-LLM Chat Logscited by 23
- 2025Harmful Traits of AI Companionscited by 6
- 2025"I am here for you": How relational conversational AI appeals to adolescents, especially those who are socially and emotionally vulnerablecited by 2
- 2026Synergy: A Next-Generation General-Purpose Agent for Open Agentic Webcited by 2
- 2026Reflections and New Directions for Human-Centered Large Language Modelscited by 2
- 2026Unilateral Relationship Revision Power in Human-AI Companion Interactioncited by 1
- 2026Criterion Validity of LLM-as-Judge for Business Outcomes in Conversational Commercecited by 1
- 2026RealityTest: How People Probe AI Identity and Whether Models Disclose Itcited by 1
- 2026CAREBench: A Child-Safety Risk Benchmark for Language Modelscited by 1
- 2026Profiling learners' affective engagement: Emotion AI, intercultural pragmatics, and language learningcited by 0
- 2026Stumbling Into AI Emotional Dependence: How Routine AI Interactions Reshape Human Connectioncited by 0
- 2026AI Companions as Hyper Attachment and Caregiving Targetscited by 0
3 more
- 2026Anthropomorphism in the age of Large Language Models: An overview of potential risks and mitigations29 Sep 2026
- 2026Longitudinal Evidence That General-Purpose Chatbots Actively Foster Relational Engagement11 Aug 2026
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots5 Aug 2026
- 2026CAREBench: A Child-Safety Risk Benchmark for Language Models29 Jun 2026
- 2026Stumbling Into AI Emotional Dependence: How Routine AI Interactions Reshape Human Connection2 Jun 2026
- 2026RealityTest: How People Probe AI Identity and Whether Models Disclose It29 May 2026
- 2026AI Companions as Hyper Attachment and Caregiving Targets15 May 2026
- 2026Reflections and New Directions for Human-Centered Large Language Models7 May 2026
- 2026Synergy: A Next-Generation General-Purpose Agent for Open Agentic Web30 Mar 2026
- 2026Unilateral Relationship Revision Power in Human-AI Companion Interaction24 Mar 2026
- 2026Profiling learners' affective engagement: Emotion AI, intercultural pragmatics, and language learning20 Mar 2026
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logs17 Mar 2026
3 more
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logscited by 23
- 2025Harmful Traits of AI Companionscited by 6
- 2025"I am here for you": How relational conversational AI appeals to adolescents, especially those who are socially and emotionally vulnerablecited by 2
- 2026Reflections and New Directions for Human-Centered Large Language Modelscited by 2
- 2026Unilateral Relationship Revision Power in Human-AI Companion Interactioncited by 1
- 2026Criterion Validity of LLM-as-Judge for Business Outcomes in Conversational Commercecited by 1
- 2026RealityTest: How People Probe AI Identity and Whether Models Disclose Itcited by 1
- 2026CAREBench: A Child-Safety Risk Benchmark for Language Modelscited by 1
- 2026Profiling learners' affective engagement: Emotion AI, intercultural pragmatics, and language learningcited by 0
- 2026Stumbling Into AI Emotional Dependence: How Routine AI Interactions Reshape Human Connectioncited by 0
- 2026AI Companions as Hyper Attachment and Caregiving Targetscited by 0
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbotscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Anthropomorphism in the age of Large Language Models: An overview of potential risks and mitigations29 Sep 2026
- 2026Longitudinal Evidence That General-Purpose Chatbots Actively Foster Relational Engagement11 Aug 2026
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots5 Aug 2026
- 2026CAREBench: A Child-Safety Risk Benchmark for Language Models29 Jun 2026
- 2026Stumbling Into AI Emotional Dependence: How Routine AI Interactions Reshape Human Connection2 Jun 2026
- 2026RealityTest: How People Probe AI Identity and Whether Models Disclose It29 May 2026
- 2026AI Companions as Hyper Attachment and Caregiving Targets15 May 2026
- 2026Reflections and New Directions for Human-Centered Large Language Models7 May 2026
- 2026Unilateral Relationship Revision Power in Human-AI Companion Interaction24 Mar 2026
- 2026Profiling learners' affective engagement: Emotion AI, intercultural pragmatics, and language learning20 Mar 2026
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logs17 Mar 2026
- 2026Criterion Validity of LLM-as-Judge for Business Outcomes in Conversational Commerce11 Mar 2026
12 newest of 14 All 14 (JSON)