Here's why:
* Abstract nouns refer to ideas, concepts, qualities, or feelings that cannot be touched or seen.
* Concrete nouns refer to things that can be touched or seen.
While a story might be written down (concrete), the story itself – the narrative, the plot, the characters, the theme – is an intangible concept.
Let me know if you have any other word you'd like to categorize!