If I am stopped while driving in Florida and the police officer asks me to do field sobriety tests, do I have to do them?

The simple answer is no, you're not required to do field sobriety tests. However, if you do consent to doing field sobriety tests, that consent must be freely and voluntarily given. In other words, and officer cannot threaten you or force you to do those field sobriety tests in any way.