My son has experienced this a couple of times and so has my husband's sister. It happens very rarely to both of them but they report similar symptoms. They don't have the breathing problems or see the dots that you experience. On their part it is an inability to move a few seconds after awakening. I Googled it for you.

http://www.stanford.edu/~dement/paralysis.html