The only way I can think that the use of the blow dryer would cause the 12v
to go down is if a 120 wire burned and as a secondary effect burned a 12v
wire that was very close or touching.
This would not be a typical occurrence but possible.
120 wires seldom burn in the middle of a run, usually this happens in the jct box .