Systems and methods for playback of generative media content via wearable audio playback devices such as headphones are disclosed. In one method, the wearable device detects that it is being worn by a user, and obtains one or more input parameters via a network interface. Next, generative media content is generated based on the one or more input parameters and played back via the wearable playback device. In some examples, after detecting that the wearable playback device is no longer being worn by the user, playback ceases.