@almarg
In a strict sense, yes, but passive preamps utilize active components to buffer the input, volume, or both, so that the variation in impedance by the volume control doesn't reshape the response. Generally, so long as the circuit's goal is impedance conversion, it's called passive because it's doing the job of a passive component, namely a transformer.