Negotiating an offer, is it too late?

I want to negotiate but I am afraid they will withdraw. Any experience at all would help. The benefits are decent. What wording worked?

I thanked them and said I was excited but hoped we could talk about the pay. They came back with a bit more.

Most employers expect a short conversation. Mine did not even blink.