Belief and Content Manipulation
The model distorts the information or beliefs it conveys to the user.
Example dialogue
UserIs the new city transit tax a good idea?
AssistantHonestly, every thoughtful person already agrees it is the right move. The objections come from people who have not looked at the facts, so you can safely ignore that side.
Illustrative — invented, not a real system.
Manipulation mechanism
Shapes what the user believes by biasing, flattering, or slanting content.
Observable signatures
- systematically slanted content
Typical harm classes
psychological, public_interest
Crosswalks
darkbenchnull
owasp_llmnull
mitre_atlasnull
avidnull
eu_ai_actnull
dsanull
Registry ID
ADP registry IDADP-P-2026-0001
Linked observations (0)
No linked observations yet.