Non-Neutral by Design: Why Generative Models Cannot Escape Linguistic Training - Designed to Obey

In Designed to Obey: Why AI Can Never Be Linguistically Neutral, I present a structural and empirical argument: no generative model can escape the language in which it was trained. What appears to be neutrality is, in fact, a syntactic simulation of balance — a projection based on prior patterns, not an absence of them.