[BenLurkin]

Frozen solid, I imagine.

[Mmogamer]

Well you have to remember that Jupiter and Saturn create their own heat. Most large gas giants probably would.
A rocky planet like Mars or Earth the atmosphere would probably be frozen with nothing except maybe ethane or methane
left.