Maybe carry a map of the area with you? I'll often photocopy a section of our local bike map that shows the area I'm planning to ride in, and alternative routes. It doesn't weigh much, and makes me feel better to know that I can find my way home if I go "exploring" on a strange road or if I feel like I don't have the legs to do my planned route.

I always carry my cell phone too.