Do extracurriculars because you like them, not because you think they'll help your application. I put a few things, and a few books I'd read on maths, and all I got asked in the interview were problems. No introduction, no preliminary chat. Just solid problem solving.
I'll repeat this: the interview is a solid problem solving session. They do not give two tosses about anything as long as you're good at maths.