Thanks to everyone's suggestions. I borrowed leather pants from a friend. They were 3 sizes too big but managed to hold them together. I think the black helped hide some of the looseness. It was a fun party and ranged from store bought costumes, to people with bras and panties on top of unitards, to very creative outfits.
