I always remember it by thinking about a cathode ray tube - on that, the flying electrons are called "cathode rays", i.e. the cathode shoots out the electrons that came in from the external connection. The power supply pushes electrons into the "cathode" terminal on the device. That is, "positive current" flows out of the cathode (in the opposite direction to the electrons).