The easiest way to remove shims is to hold the valve stem with a pair of forceps. Our curved-ended medical-instrument-grade forceps are perfect for such a chore. 1 is usually sufficient, but sometimes I’ll use two on the same valve for extra holding power.
NOTE: I wrap a piece of electrical tape around ends to protect the valve stem. That also creates a bit of stiction so that the forceps don’t slip off.