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This paper introduces SAGE, a hierarchical LLM-based framework for evaluating literary quality through ontology-grounded interpretive dimensions. It demonstrates high reliability and inter-rater agreement in assessing cultural, emotional, and philosophical aspects of narratives, highlighting gaps between human-authored and LLM-generated works.