Consider the title of the story.What is Walter Mitty's "secret" life?Who is it a secret from?

His secret life is simply his daydreams in which he is successful in ways that he is not successful in his regular life. He is nagged by his wife and treated somewhat badly; in his dreams, all of his characters are successful and well loved and important.