Found out how. Run:
and choose: “Setup / configuration –> Configure input devices for Retroarch –> Configure joystick”. Then disconnect all controllers and connect the default one again.
 Ooops! Correction. I doesn’t! As soon as you connect your second controller again that one becomes the default! Darn it.