Beach House just released Thank Your Lucky Stars, their second LP in as many months, and last night, they showed up on The Late Show With Stephen Colbert to perform album cut “One Thing.” As James noted in his review of the record, they come across as more grounded and human here — the song opens with squalling electric guitar, and they sound more like an honest-to-god rock band than they have in years. Watch and listen below.

Thank Your Lucky Stars is out now on Sub Pop.