First of all, you shouldn't work with your SSN while you are in F1. That is illegal.
Your SSN won't get cancelled if you changed your Visa to H4. You SSN is be still same.
both in H4 and F1, working under SSN is illegal. Tax has nothing to do with your status.
You might get into problem when you seek for other immigration visa like green card or while you travel.