Despite only being released as a single promotionally, it did well on the BillboardAlternative Songs and Mainstream Rock Tracks charts, placing top ten positions on both charts. A music video for the track was directed by James Herbert, who had previously directed music videos for eight other R.E.M. tracks.
In a 1989 live performance of the song, Stipe proclaimed to the audience, "This song goes out to the Exxon Corporation". This performance happened shortly after the Exxon Valdez oil spill, in which the oil tanker Exxon Valdez struck the Bligh Reef and spilled 260,000 to 750,000 barrels of crude oil. This may further elaborate on the environmental message of the album Green.
In a review for R.E.M.'s 2011 album Collapse Into Now, British magazine Uncut writes that the opening track, "Discoverer", "summons memories of the baleful stadium rock of Green, [Peter] Buck recycling the purposeful shuddering guitar of 'Turn You Inside-Out'."[5]
^Wilson, Hugh (2003). "R.E.M.". In Buckley, Peter (ed.). The Rough Guide to Rock (3rd ed.). London: Rough Guides. p. 865. ISBN1-85828-457-0. Retrieved 8 November 2018.