According to Noel Gallagher, the song describes "an imaginary friend who's gonna come and save you from yourself ". And since the only 'you' in the song goes on to become the 'Wonderwall', it must refer to something/someone who will always be there for you, and well, save you. You're gonna be the one that saves me