How does analyzing characters of a story help the reader find the theme of the story?

Analyzing the characters will help you figure out what the main point of the story is - and that's the theme. You just need to decide what the characters are learning throughout the story. For example, the theme might be something as simple as "Love conquers all" or something complex as "Revenge never works out well for anyone."