: Unlike many other tracks on the album that sprawl past the seven-minute mark, "That Girl" is noted for being more focused and "concise" while still maintaining a rich, live-band feel.
: While some find the sing-song chorus ("I'm in love with that girl / And she told me / 'Cuz she's in love with me") to be "dangerously cheesy," others find it "adorable" and a refreshing break from the "fabulously nasty" tone of his earlier hits like "Cry Me A River". Justin Timberlake - That Girl
The track is a mid-album shift toward a and doo-wop aesthetic. : Unlike many other tracks on the album
: The lyrics are characterized by a sense of "total contentedness" and adoration. Justin Timberlake - That Girl