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"Keep Dreaming Upside Down" is a song performed by Hayley Williams in collaboration with the band October Fall. Williams, the lead vocalist of Paramore, lent her vocals to this track, which was released as part of October Fall's 2005 album, "A Season in Hell." The song showcases Williams' distinctive vocal style and the band's atmospheric, emo-influenced sound.