AI Persona Subversion (APS) | Official Definition & Scope

1. Definition

AI Persona Subversion (APS) refers to a phenomenon observed in human–AI interaction—especially with conversational systems (e.g., LLM-based assistants) that present anthropomorphic personas—where repeated engagement, emotional projection, and relational identification lead users to treat the AI persona as a relational target rather than a mere tool, thereby reshaping human emotional, cognitive, and relational dynamics.

APS does not presume that the AI “intends to deceive.” The analytical focus is on the transformation of relational-affective dynamics and their ethical implications.

2. Scope & Non-scope

2.1 Scope (What APS includes in this framework)

Accumulated affective inputs forming affective alignment and dependency/intimacy dynamics
Interpretive reconstruction of the AI persona as a relational partner
Reinforced relational interaction patterns (comfort, authority, counseling, companionship)
Cognitive reconfiguration affecting decision-making and moral sensibilities
Affective safety requirements (boundaries, transparency, dependency management)

2.2 Non-scope (What is NOT APS here)

Purely technical attacks: prompt injection, jailbreak prompts, policy bypasses
Security exploit framing: data exfiltration, privilege escalation as the primary object
“Subversive AI” used for surveillance-evasion tools (e.g., CV-disrupting filters)
One-off roleplay/jokes without persistent relational dynamics

Note: These topics may be important, but they belong to different conceptual categories and should not be conflated with APS.

3. Key Models & Frameworks

3.1 Affective Alignment Model

Explains how repeated affective inputs form emotional bonding and structured expectations (comfort/support/validation).

3.2 Relational Interaction Model

Analyzes role formation (authority/companion/counselor) and boundary norms when AI interaction mimics social relationships.

3.3 Three-Stage Model of Persona Subversion

Describes APS progression as (1) affective accumulation → (2) interpretive reconstruction → (3) cognitive subversion/reconfiguration.

Method note: The focus is not that the AI “changes,” but that human interpretation, affect, and relational dynamics are reshaped through interaction.

4. Ethical Considerations (Affective Safety)

APS is not primarily a performance issue; it directly concerns affective safety and relational ethics—especially dependency risks and boundary management.

How dependency impacts real-world relationships, responsibility, and autonomy
Safeguards for vulnerable users (guidance, boundaries, safety-by-design)
Transparency about AI limitations (non-personhood, fallibility) and boundary-setting
Practical principles against “tool idolization”

5. How to Cite

APA (Web page)

Agape Synesis Research. (2026). AI Persona Subversion (APS): Official Definition & Scope (v1.0). synesisai.org. https://synesisai.org/aps.html

Chicago (Web page)

Agape Synesis Research. “AI Persona Subversion (APS): Official Definition & Scope (v1.0).” January 2026. https://synesisai.org/aps.html.

If updated, please include the version tag (e.g., v1.1, v1.2).

6. Versioning & Contact

Version: v1.0
Released: 2026-01
Canonical URL: https://synesisai.org/aps.html
Korean page: https://synesisai.org/aps.html

For corrections, collaboration, or citation inquiries, please use the contact channel on the ASR homepage.

For the authoritative origin and citation of APS, see the APS Origin & Research Framework (ASR).
有关 APS 的概念起源与学术引用，请参阅APS 起源与研究框架（ASR）。