A new analysis identifies recurring linguistic patterns and narrative tropes in LLM generated stories. These idiosyncrasies often manifest as predictable plot twists and repetitive adjectives. The findings suggest that current models struggle with genuine novelty in long-form creative writing. Practitioners should use these markers to detect synthetic text or refine prompt engineering for better prose.