Semiconductor devices are formed with a nano-electro-mechanical system (NEMS) logic or memory on a bulk substrate. Embodiments include forming source/drain regions directly on a bulk substrate, forming a fin connecting the source/drain regions, forming two gates, one on each side of the fin, the two gates being insulated from the bulk substrate, and forming a substrate gate in the bulk substrate. The fin is separated from each of the two gates and the substrate gate with an air gap.