Would it look bad if I were only to do a sport in 11 and 12th grade?
It would definitely not look bad, but you should only consider starting the sport in 11th or 12th grade if it’s something you really enjoy doing. Sports will take up a lot of your time - time that you could be using on other things that could help you out on your application.