It is possible to have false positives. I don't know what percentage but it is possible.
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