Yes. That's probably thicker than what's in your wall, which is most likely 14 gauge, unless you have a 20 amp circuit. You can't make the 14 gauge in your wall suddenly perform better with thicker gauge wires.
If you want to overkill a little, sure go ahead and get 10 gauge, but I'd be careful overspending.