A person who goes to the gym, but does not workout. They walk around slowly watching others workout and think of themselves doing the work. As like when someone watches Karate Kid and then thinks they know karate.
"Dude look at the girl sitting over there."
"Yeah I know, she hasn't done anything at all."
"Total gym potato."