When I lie down and press on my lower abdomen, it feels hard. I'm guessing this is my uterus. Is it normal to feel your uterus if you aren't pregnant?

Sometimes. If you think you may be pregnant - please check it out with a home test or a visit to your doctor. Yes, one can palpate the uterus during an abdominal exam - particularly if the woman is thin.