The regulation circuit should die happily, but "would EMP kill LEDs" was an oft had debate around the lunch table when I was in college. We didn't know, the profs didn't know.

If it should happen, whatever works works, and what doesn't has the battery and other components salvaged with the rest dumped. But a big enough pulse will take out almost everything as it goes over the max wattage of the circuit in question.