Thermal images of a Mega

Why does the processor run warmer when the supply voltage is increased? Does the regulator's output voltage increase as the regulator warms?

Notice the bottom of the colour scale goes up from 9.5 - 12.9° so the false colouring is shifted a bit ... so it might be an illusion?