Various embodiments of the present disclosure are directed towards a piezoelectric device including a piezoelectric structure over a substrate. A first conductive structure is disposed on a lower surface of the piezoelectric structure. The first conductive structure includes one or more first movable elements directly contacting the piezoelectric structure. A second conductive structure is disposed on an upper surface of the piezoelectric structure. The second conductive structure includes one or more second movable elements directly contacting the piezoelectric structure. The one or more second movable elements directly overlie the one or more first movable elements.