Ok, easy to find the Toyota converter - this thing must cost a small fortune but I might still call Cruiser Dan on Monday.
I picked up a Hoppy brand converter and was ready to splice it in, but the ground wires do not match. The right side matches, but the left has the ground wire bypassing the converter. Also the Toyota converter is protected - nice feature so you don't loose your vehicle lights if your trailer malfunctions.