phat shame Share definition Flag A phat shame is used to describe something that is upsetting or a misfortune that is especially big. Invented by Caitlin "I'm alllergic to pickles" "oh that's one phat shame" phat shame by Caitlindudlyke November 2, 2017 Get the phat shame mug.