Wrong section for this thing. Only real indication that this is PSP is the UMD door.
Anyway, yes, I don't see why that wouldn't work. As long as you use the correct resistor for your LEDs, when you wire them up it should be completely fine. Are you familiar with LED calculators? Since you're using the +5v source, I recommend that you use the one at sickmods.net