Graham and the GOP knew that Walker would lose. They just had to ride it out because Walker was already on the ballot.
All that crying and pleading that Graham was doing was pretty telling in and of itself.
Mitch McConnell himself said months back that the GOP would likely not win the senate because of the candidate quality.
That being said, the fact the election was this close at all shows just how "brain broken" some voters are.