Go to training mode and select "Shooting Range".
When in the shooting range, select any weapon that you want
while in your armor. Next, go to "Favorites" and save inventory.
Exit training mode and go to terminal. Select "Favorites" and
choose the inventory you saved. You should have your weapons.