I can't tell from your photo what the color of the wires on the current receptacle are. But from the schematic, it looks like the switched side of the mains power in goes to the purple wire on the transformer.
Since for polarized receptacles, you want the hot to be the switched side of the outlet, that's the line I'd hook up the hot to. And since you're asking about the sound outlet specifically, that would be the green wire on the other side of "game over re." from the purple wire.
Does that answer your question? I might not have understood exactly what you were asking...sorry if that's the case.