To lower your blood pressure you should sleep on your left side.
Sleeping on your left side reduces pressure on your arteries allowing your blood supply to flow more freely which in turn helps to lower your blood pressure.
If you're pregnant and suffer from back pain you should also sleep on your left side as well.