The baker was harmed, or at least would have been, according to the information the beggar had. Admittedly, it was a minor harm, and did more good than harm. But as I said, I reject utilitarianism.
The beggar deliberately and willfully violated the rights of the baker. That's a (very, very, very) minor Evil act.