However, music has frequencies in the range of a few dozen hertz to a few kHz, which is in the "ELF" and "VLF" extremely or very low frequency bands. Some communication occurs at these frequencies, but it requires high-power transmitters with antenna arrays that are massive civil engineering projects tens of kilometers long rather than 2m long. These transmit to submarines towing long wires at small, inefficient fractions of the target wavelength, because these frequencies can penetrate saltwater.
Also, the headphone cables are not a single wire, they're a pair a pair of wires, each side carrying both a signal and the return or ground loop.
You might be able to inductively couple to this loop, like you would inadvertently if you're running unshielded, separated speaker wires near unshielded, separated 60 Hz power cables with poor grounding - but at that point when you're running the receiver wire a few millimeters away from the target's headphone cable, I think they'll notice and object to your tracking attempts...
Also, EMI certification just means that it doesn't generate interference that will damage other equipment and that it's not permanently damaged by external interference. It doesn't mean that it doesn't radiate any energy at all. FCC limits are pretty noisy when you're considering whether or not you can detect emissions with an active antenna.