'Guilt' is more about 'poor me for getting caught' than anything else, and giving that up is a good step toward healing.
Remorse is more about 'what can I do to help you heal and build a great new relationship'. If that's not there, R is likely to be impossible.
He's got to forgive himself, but he's also got to be remorseful. What doe he and your MC say about that?