An acronym standing for "Friend Who Happens To Be A Girl", essentially used to describe a girl who one happens to be seeing at the time but doesn't want to admit that she is actually his girlfriend.
"So, is she your girlfriendyet?"
"No, she's only my FWHTBAG."