I hold the Start button, which I set somewhere doing the initial setup, but now I'll be darned if I can find where that was. Now that I'm thinking of it, it could be that I set that in RetroArch without really paying attention, which would explain why this is happening. heheh
I recall seeing something in EmulationStation, but not being happy with the options. I'll take a look again.