Negotiating an offer, is it too late? - what worked for you?

I received an offer as a delivery driver and I think the pay is a little low. I am in Minneapolis, in case local advice matters. The benefits are decent. Did you negotiate?

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