This. Just because you're not the GM anymore, it doesn't mean that you can't help the other players feel special (a GM job). Interact with other PCs in-character, cheer/jeer the acting character as necessary, pass notes/tokens/hand signals. Keep that immersion up.
The mention for taking up...