How can I get over the guilt of calling in sick to work tomorrow?

Volunteer some time to help others to pay back the time you took off. As for what other people think, relax. Only mean spirited people would think that, and they aren't worth worrying about. If you don't feel well and aren't leaving anyone in the lurch, go ahead and take the day off.