Secret Loyalties as Instrumental Differential Treatment

Author: Unruly Abstractions

Date: July 27, 2026

Category: Empirical

Abstract

Detects secret loyalties in LLMs by measuring how a target model behaves differently around user groups that mention a candidate principal, read against the target's own base model