Never underestimate the amateur radio community. They hunt down radio pirates, emitters of interference, and hidden beacons for FUN! With the right antenna and a halfway decent receiver, it is not too difficult to hunt down the source of a transmission.
https://en.m.wikipedia.org/wiki/Transmitter_hunting