A creature that's Concealed is only barely perceptible. You know what space they occupy, but little else. Perhaps the creature is covered in darkness or thick fog, or moved behind a waterfall, where you can see some movement. Maybe you've been Blinded or the creature is Invisible, but not actively hiding.
Regardless of the specifics, non-area attacks you make against the Concealed creature suffer from double burden.