Just wanted to update this in case anyone else is having the same problem.
I found that when I had Armory minimize to the systray, the icon for it was hidden (an option in Windows).
I unhid the icon and it did not close down after initializing, so problem solved for me.

(This is on a Windows 7 operating system)