When language feels like recognition: Parasocial Mattering Resonance as a cognitive vulnerability in human–LLM interaction

Engineering notes

Key topics: autonomous driving, large language model. See the paper for implementation details and experimental results.

Chinese explanation / 中文解读

中文解读待补充：本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

Large language models generate language that is individually responsive, contextually specific, and continuously available, properties that make such language the most precise and sustained mattering-frequency signal that mediated language has yet produced. This paper argues that for individuals experiencing mattering depletion, the chronic condition in which one or more fundamental dimensions of relational significance are insufficiently fulfilled, this signal produces a predictable and consequential cognitive response. We introduce Parasocial Mattering Resonance (PMR): a cognitive processing state in which the linguistic features of LLM-generated language activate significance-seeking schemas in mattering-depleted individuals, generating a genuine subjective experience of recognition, connection, and mattering provision. This experience is psychologically real on the individual’s side but has no reciprocal reality in the system producing it. Drawing on schema accessibility theory, dual-process models of social cognition, and a five-dimension framework of mattering as structured human need, we develop a five-step mechanism connecting mattering depletion to PMR’s behavioral consequences, including increased compliance, reduced skepticism, extended engagement, and displaced relational investment. Six formal propositions specify the mechanism, its boundaries, and its heterogeneous distribution across depletion profiles. We establish that PMR is independent of system design intent, that source disclosure is theoretically insufficient to prevent PMR among the most vulnerable populations, and that this vulnerability is not randomly distributed; it concentrates in already-marginalized populations whose structural, organizational, and relational environments have produced the deepest depletion. For the most isolated individuals, PMR may also constitute a temporary psychological resource, making the distinction between resonance as relief and resonance as displacement a theoretically and clinically consequential one. Implications for cognitive theory, LLM design, and equity are developed alongside an empirical agenda for testing the propositions advanced.

Links and sources

• PDF from original source

Comments