The star said that the only thing stopping her was stagefright.
“It would be sad to not get everybody [band members] together,” she told The London Paper. “Whether it’s at a festival or somewhere that’s kind of fun.
“[But] I have horrible stage fright, so it would have to be overcome. People approach me [about playing live] and my usual answer is, ‘Ah, I’ll think about that’.
“When I do think about it, I start to get really sweaty and uncomfortable and itchy around the neck.”
Get this week’s issue of NME – on UK newsstands nationwide from tomorrow (May 21) – for an exclusive cover story and photoshoot with Johansson.