Something that could have been told in a more concise way but is dragged out because the teller doesn't know how to tell a story. It's a play on the annoying clarifier, "Long story short," people use to sum up a digression, which really never seems to be that short anyway. So instead you say the opposite.
Short story long definition by Urban Dictionary
