The video is available on the home video releases Live Facelift and Music Bank: The Videos.
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The music video for "What the Hell Have I" was released in 1993 and was directed by Rocky Schenck, who had previously directed the "We Die Young" and "Them Bones" music videos for the band, and who would later direct the music video for "Grind".