What does it mean to “pay your fair share” if you’re paying the same percentage as everyone else?

This “pay your fair share” argument is just confusing to me.

I’ve heard people say they don’t believe in a flat tax because it means the rich aren’t paying their “fair share”. What’s more fair than everyone paying the same percentage on their earnings?