Possibly a mountain side or a place with rolling hills. Or maybe a "beach" with no sand just jagged rocks. Somewhere where it's always stormy and the color of the ocean and clouds are gray with a tint of blue. I would have my base on a platform in the middle of this environment. Only the top floor/hangar/command would be above water, the rest under water, with secret underground tunnels connecting to the mainland