Large language models frequently rely on repetitive tropes and predictable narrative arcs when writing fiction. Researchers and users are documenting these specific linguistic idiosyncrasies to better understand model limitations. This analysis helps writers identify where LLMs fail in creative nuance. It provides a roadmap for improving narrative coherence in future generative AI iterations.