Try changing your grip on the razor. Currently, when you turn your wrist in the way that feels natural it rolls on the edge. If you rotate the razor 180 degrees (so that if the edge was towards you, it's now away from you or vice-versa), turning your wrist in the same way will now rotate it on the spine.