A critical analysis argues that Large Language Models function as fascist artifacts by enforcing rigid linguistic norms. The author claims these systems automate cultural erasure through statistical averaging. This perspective challenges the neutrality of RLHF processes. Practitioners should consider how alignment filters may inadvertently suppress minority dialects and non-dominant perspectives in output.