A device includes a substrate; a shallow trench isolation (STI) region located in the substrate, the STI region comprising an STI material, and further comprising a recess in the STI material, the recess having a bottom and sides; a floating gate, wherein a portion of the floating gate is located on a side of the recess in the STI region and is separated from the substrate by a portion of the STI material; and a gate dielectric layer located over the floating gate, and a control gate located over the gate dielectric layer, wherein a portion of the control gate is located in the recess.