Why did Dally tell Johnny not to turn himself in?

From the text:

" ... You don't know what a few months in jail can do to you. Oh, blast it, Johnny"--- he pushed his white-blond hair back out of his eyes--- "you get hardened in jail. I don't want that to happen to you. Like it happened to me..."