How Do I Turn Down A Job Offer?

Dear Experts, How do I turn down an offer because I don't like the person I would be reporting to. The company will be surprised I'm saying "no" and will want an explanation. Our Twitter Advice Project (T.A.P.) is no longer an active campaign. To find an answer to the above question, please use the "Search" box in the right-hand column of this website.