What happens when you start the refinance proecss (lock), but find lower rates later?

I locked with lender 20days ago but rates have significantly dropped. Can i exit the exisiting rate (i am willing to pay penalty) and refinance elsewhere? or will the existing refi lender work with me? I don’t have a float down option http://bit.ly/jZbzjU