I just accepted a job offer verbally, but now I have second thoughts. What should I do?

What is difficult is that this offer was presented to me after several days of negotiations on compensation. I haven't signed any paperwork yet so I am not officially committed. They have sent an offer letter. I just received another opportunity that pays more and that might be a better choice. How should I approach the situation without burning any bridges?