Is the surface being carried or stored in a bag? There's a sensor on the front. If the cover is pulled away (opened) from the surface of the surface, it can cause the machine to wake up. They designed it so that if you close the cover, it's supposed to put the machine to sleep. But the reverse is also in effect.
I've had this happen a number of times with my surface machines when carrying in my backpack or briefcase. One time in a quiet room, I heard a whirring. I open my bag, saw the light seep between the cover and the machine. The machine was hot because it was running in my enclosed backpack.
The bad thing is the machine will eventually go back to sleep while in the bag so you may never notice it except for battery drain.
My solution was to make sure the cover is not attached to the machine OR to make sure that if the cover is attached, that it can't open while in the bag.