Line In Amplifer to Piezo Help
No, that won't work. The piezo is basically just an oversized capacitor and for a common emitter to work effectively it needs a certain amount of dc collector current . The piezo will totally block the dc.

I'd be tempted to use an audio output transformer or some kind of push pull amplifier.