Really nervous, could it be a chemical pregnancy?!?

Chemical pregnancies usually happen during that in-between time of conception and missed period. Since you have clearly missed your period that last test could have not worked properly. It is much more common to get a false negative then a false positive. I would say more then likely you are pregnant.. congrats! Make an appointment and have a blood test done to confirm it.