Yes, even when on my back..... but I mostly get it if I have rolled over during the night. When I am on my back my shoulder blades are tender and my elbows get achy when my arms are bent at a right angle too.
Sometimes I miss curling up and sleeping on my side so occassionally I just think to hell with it and try to enjoy it for as long as I can.
Best wishes with your sleep. x