The song’s lyrics reflect a sense of mid-to-late '90s anxiety regarding the encroaching power of large corporations and the judgmental nature of society.

Released as the second single from their landmark 1997 album OK Computer , "Karma Police" remains one of Radiohead’s most enduring anthems. While it initially grew out of an inside joke among band members—who would jokingly threaten to call the "karma police" if someone behaved poorly—the song evolved into a haunting critique of social conformity, corporate drudgery, and the fragile nature of self-identity. Lyrical Themes: Conformity and the "Arresting" Gaze

The "Karma Police" represent a metaphorical force that arrests those who deviate from societal norms—be it a man who "talks in maths" or a girl with a "Hitler hairdo".

Thom Yorke has noted the song is partly dedicated to anyone working for a large company, where the pressure to fit in and the malicious gaze of peers can lead to a profound loss of self.