What happends to Toby in Pretty Little Liars?

in one of the episodes it looks like Toby did kill himslef.. well at least in the books he does. and the season finale of the show Toby does come back.. but gets arrested for killing ali buyt he didnt kill her.. she wasonly wearing his sweater because it was cold. and he did see ali go into another car still alive..