When I'm Bored is an indie-pop & rap fusion with fluttery keys, swirling electric guitar riffs, punchy drums, and a thunderous wompy bass line. The rap-sung vocals are from the perspective of a relentless romantic partner: one who cheats on his girlfriend, knows he can do whatever he wants and she'll still come back, and "doesn't even hit her when he's bored".