I'd take this one step further. Show her that you're a genius and then when she freaks out and goes to tell the principal what a prodigy she's found he comes and asks for a demonstration. Then act like an oblivious 5 year old.

Mindfuck that teacher for years by occasionally whispering physics concepts or political opinions to her when no one else is around.