While Marcus Mumford has always declined to elaborate on the personal situation that inspired
this song, it is clearly about a man who regrets his past behavior.
"Rake yourself" might thus be a variation of the idiom "rake over the coals" - revisiting or berating yourself over things that happened in the past that can't be changed.