You would not be safe.
Work Step by Step
The initial momentum of the system is zero, and momentum is conserved, so the final momentum vectors of the gun and bullet are equal and opposite. The light, one-tenth-the-mass gun would recoil at a speed of ten times the bullet's speed. This is discussed on page 97.