Druce is an immensely sick, cold-blooded murderer. I would bet that is about as intelligable and sensible as any explanation you are likely to find. Geoghan isn't the first man he has killed. If they don't lock Druce away in solitary, Geoghan won't be the last man he kills either.
Seems to me Jeffrey Dahmer also checked out this way, didn't he?