They sincerely believe that the US and South Korea are preparing to start a war with them. They're making defensive preparations.

The change in stance on reunification is a change in stance on peaceful reunification, and makes it extremely clear to their opponents that they are on a war footing and are taking it completely and totally seriously. I think part of the problem they face is being taken seriously by the other side after so many years of hostilities.