Everyone has neglected the most important point:
Look at the ground!
Where you look is critical in weighted dips. All you have to do is look up or forward and you roll onto your triceps.
To do chest dips you have to tuck your chin down, lean into it, tuck your feet underneath you, and look at the ground through the entire movement.