Military bases are police states, with tight weapons regulations. While most units have weapons, they are almost all tightly controlled and kept in arms rooms except for training and maintenance. Oh, and for parades. Typically, live ammunition is only issued at the range.
The only folks routinely carrying weapons with ammunition are the security types - MP's and the like.