Specific linguistic tropes and repetitive plot structures dominate stories produced by Large Language Models. Researchers are now isolating these idiosyncrasies to understand how training data biases influence creative output. This analysis reveals a lack of genuine narrative novelty. Developers can use these findings to refine temperature settings and prompt engineering for better storytelling.