Neural steering vectors reveal dose and exposure-dependent impacts of human-AI relationships
Not on the map. Why?
Abstract (arXiv)
Humans are increasingly forming parasocial relationships with AI systems, and modern AI shows an increasing tendency to display social and relationship-seeking behaviour. However, the psychological consequences of this trend are unknown. Here, we combined longitudinal randomised controlled trials (N=3,534) with a neural steering vector approach to precisely manipulate human exposure to relationship-seeking AI models over time. Dependence on a stimulus or activity can emerge under repeated exposure when "liking" (how engaging or pleasurable an experience may be) decouples from "wanting" (a desire to seek or continue it). We found evidence that this decoupling emerged over four weeks of exposure. Relationship-seeking AI had immediate but declining hedonic appeal, yet triggered growing markers of attachment and increased intentions to seek future AI companionship. The psychological impacts of AI followed non-linear dose-response curves, with moderately relationship-seeking AI maximising hedonic appeal and attachment. Despite signs of persistent "wanting", extensive AI use over a month conferred no discernible benefit to psychosocial health. These behavioural changes were accompanied by shifts in how users relate to and understand artificial intelligence: users viewed relationship-seeking AI relatively more like a friend than a tool and their beliefs on AI consciousness in general were shifted after a month of exposure. These findings offer early signals that AI optimised for immediate appeal may create self-reinforcing cycles of demand, mimicking human relationships but failing to confer the nourishment that they normally offer.
Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). First posted on arXiv 1 Dec 2025.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2025: 1; 2026: 20.
21 papers.
Sort:
By area:
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logscited by 23
- 2026Sycophantic AI makes human interaction feel more effortful and less satisfying over timecited by 12
- 2026AI Assistance Reduces Persistence and Hurts Independent Performancecited by 9
- 2025Humanlike AI Design Increases Anthropomorphism but Yields Divergent Outcomes on Engagement and Trust Globallycited by 6
- 2026Positive Alignment: Artificial Intelligence for Human Flourishingcited by 5
- 2026Disclosure By Design: Identity Transparency as a Behavioural Property of Conversational AI Modelscited by 3
- 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
- 2026What if AI systems weren't chatbots?cited by 2
- 2026Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companionscited by 2
- 2026From Use to Oversight: How Mental Models Influence User Behavior and Output in AI Writing Assistantscited by 1
- 2026PRISM-X: Experiments on Personalised Fine-Tuning with Human and Simulated Userscited by 1
9 more
- 2026Playing Games with My Heart: An Evaluation of AI Companion Appscited by 0
- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Supportcited by 0
- 2026Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Promptscited by 0
- 2026Relational Positioning as a Measurable Risk Object: History-Carried Lock-in and Self-Confabulation in Multi-Turn Human-AI Dialoguecited by 0
- 2026Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigmcited by 0
- 2026Long-term Measurements: Towards a Longitudinal Understanding of Human-AI Interactionscited by 0
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbotscited by 0
- 2026Studying People to Study AI: Expert Perspectives on the Epistemic Fit and Barriers of Human Research in AI Safety & Ethicscited by 0
- 2026The AI's Poker Face: Contrasting Persuasion and Sycophancy in Voice-Based Multi-Turn Conversationscited by 0
- 2026The AI's Poker Face: Contrasting Persuasion and Sycophancy in Voice-Based Multi-Turn Conversations9 Oct 2026
- 2026Studying People to Study AI: Expert Perspectives on the Epistemic Fit and Barriers of Human Research in AI Safety & Ethics6 Aug 2026
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots5 Aug 2026
- 2026Long-term Measurements: Towards a Longitudinal Understanding of Human-AI Interactions3 Aug 2026
- 2026Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companions30 Jul 2026
- 2026Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm30 Jul 2026
- 2026Relational Positioning as a Measurable Risk Object: History-Carried Lock-in and Self-Confabulation in Multi-Turn Human-AI Dialogue13 Jul 2026
- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support16 Jun 2026
- 2026PRISM-X: Experiments on Personalised Fine-Tuning with Human and Simulated Users13 May 2026
- 2026Positive Alignment: Artificial Intelligence for Human Flourishing11 May 2026
- 2026Sycophantic AI makes human interaction feel more effortful and less satisfying over time8 May 2026
- 2026What if AI systems weren't chatbots?8 May 2026
9 more
- 2026Examining Human-Like Behaviors in LLMs: A Multi-Dimensional Analysis of Model Behaviors, User Factors, and System Prompts7 May 2026
- 2026Reflections and New Directions for Human-Centered Large Language Models7 May 2026
- 2026Playing Games with My Heart: An Evaluation of AI Companion Apps8 Apr 2026
- 2026From Use to Oversight: How Mental Models Influence User Behavior and Output in AI Writing Assistants6 Apr 2026
- 2026AI Assistance Reduces Persistence and Hurts Independent Performance6 Apr 2026
- 2026Synergy: A Next-Generation General-Purpose Agent for Open Agentic Web30 Mar 2026
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logs17 Mar 2026
- 2026Disclosure By Design: Identity Transparency as a Behavioural Property of Conversational AI Models27 Jan 2026
- 2025Humanlike AI Design Increases Anthropomorphism but Yields Divergent Outcomes on Engagement and Trust Globally19 Dec 2025
- 2026Characterizing Delusional Spirals through Human-LLM Chat Logscited by 23
- 2026Sycophantic AI makes human interaction feel more effortful and less satisfying over timecited by 12
- 2026AI Assistance Reduces Persistence and Hurts Independent Performancecited by 9
- 2025Humanlike AI Design Increases Anthropomorphism but Yields Divergent Outcomes on Engagement and Trust Globallycited by 6
- 2026Positive Alignment: Artificial Intelligence for Human Flourishingcited by 5
- 2026Disclosure By Design: Identity Transparency as a Behavioural Property of Conversational AI Modelscited by 3
- 2026Reflections and New Directions for Human-Centered Large Language Modelscited by 2
- 2026What if AI systems weren't chatbots?cited by 2
- 2026Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companionscited by 2
- 2026From Use to Oversight: How Mental Models Influence User Behavior and Output in AI Writing Assistantscited by 1
- 2026PRISM-X: Experiments on Personalised Fine-Tuning with Human and Simulated Userscited by 1
- 2026Playing Games with My Heart: An Evaluation of AI Companion Appscited by 0
12 most cited of 20 All 20 (JSON)
- 2026The AI's Poker Face: Contrasting Persuasion and Sycophancy in Voice-Based Multi-Turn Conversations9 Oct 2026
- 2026Studying People to Study AI: Expert Perspectives on the Epistemic Fit and Barriers of Human Research in AI Safety & Ethics6 Aug 2026
- 2026DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots5 Aug 2026
- 2026Long-term Measurements: Towards a Longitudinal Understanding of Human-AI Interactions3 Aug 2026
- 2026Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companions30 Jul 2026
- 2026Beyond Feeling Better: Capability-Sustaining Emotional Dialogue as a Longitudinal Research Paradigm30 Jul 2026
- 2026Relational Positioning as a Measurable Risk Object: History-Carried Lock-in and Self-Confabulation in Multi-Turn Human-AI Dialogue13 Jul 2026
- 2026When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support16 Jun 2026
- 2026PRISM-X: Experiments on Personalised Fine-Tuning with Human and Simulated Users13 May 2026
- 2026Positive Alignment: Artificial Intelligence for Human Flourishing11 May 2026
- 2026Sycophantic AI makes human interaction feel more effortful and less satisfying over time8 May 2026
- 2026What if AI systems weren't chatbots?8 May 2026
12 newest of 20 All 20 (JSON)