A new analysis of LLM storytelling reveals recurring tropes and structural failures in long-form AI fiction. The study identifies specific linguistic tics and narrative loops that plague current models. These findings highlight a persistent gap in coherent long-term plotting. Developers must now solve these structural idiosyncrasies to achieve genuine literary quality in generative AI.