A quick run yielded a spike in my underhood temps. Normally (without the new belly pan) temps were around 130 degrees F (measured in between the top of the engine and the bottom of the hood). With the new belly pan installed, temps were in the 170's F!
Unbolted the belly pan and sprayed it with some flat black paint as an experiment to see if the underhood temps will change or not.