Negotiating an offer, is it too late?

I received an offer as a project coordinator and I think the pay is a little low. The benefits are decent. Did you negotiate?

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

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