> Overclocked CPUs will only run hotter if voltage is increased beyond default
Raising either voltage or frequency increases power dissipated. P = C V^2 f, where C is a constant that depends on the physical structure of the gate, V is the voltage, and f is the frequency that the gate's logic state is changing.
Many CPUs can achieve a significant overclock without raising the voltage.