Recent empirical evidence suggests that – like other synchronized, collective actions – making music together with others fosters affiliation and pro-social behaviour. However, it is not yet known whether these effects are limited to active, interpersonal musical participation, or whether solitary music listening can also produce similar effects. This study examines the hypothesis that listening to music from a specific culture can evoke implicit affiliation towards members of that culture more generally. Furthermore, we hypothesized that listeners with high trait empathy would be more susceptible to the effects. Sixty-one participants listened to a track of either Indian or West African popular music, and subsequently completed an Implicit Association Test measuring implicit preference for Indian versus West African people. A significant interaction effect revealed that listeners with high trait empathy were more likely to display an implicit preference for the ethnic group to whose music they were exposed. We argue that music has particular attributes that may foster affective and motor resonance in listeners.