I was on a C 130 that stopped for the night on Wake Island about 15 years ago. There were not any active duty military personnel stationed there. Although the military runs the Island everyone there was a civilian. Lots of Thais.
From what I was told by the locals the military only comes to Wake for exercises or for missile tests and such.
Breath takingly beautiful there.