Is it normal to have a heart rate of 106 while laying down?

106 is tachycardia, or a fast heart rate. That is higher than normal and usually indicative of poorer health. Unless, of course, the person who has it is exercising at the time. The heart rate goes up dramatically during exercise. It should return to between 60 -80 after exercise.