A new analysis of LLM-authored stories reveals recurring linguistic tropes and structural clichés. These idiosyncrasies suggest that Large Language Models struggle with genuine narrative novelty, often defaulting to predictable plot beats. This limitation forces authors to rely on heavy manual editing. Practitioners should expect persistent stylistic repetition in long-form generative text.