In uk.d-i-y, Sawney Beane wrote:
On the few occasions I've unscrewed the bases of broken
bulbs, I've used rags, not pliers, which could cause an arc besides
a shock. A rag distributes the force you apply and reduces the
possibility of glass getting in the eyes.

I find that a potato usually works well.

--
Mike Barnes