After much searching (and swearing) I finally found out how to set the default font for the Shape tool. But what I really want is to have a way to set the default font for the text in stencils.
It seems to be set to Helvetica Neue 16, and I cannot figure out how to change it. It would be impossibly tedious to have to set the font manually for every single object I create.