False positives aren't likely, especially with symptoms. What are the chances that he had been treated and didn't tell you? Did you see his test results?
I don't know your partner, obviously, but if you had gonorrhea before you met him, I'd be surprised if he didn't get it.
Aj
It is possible to have false positives. I don't know what percentage but it is possible.