An actuator for operating a linear valve, such as a gate valve, includes a sealing plate that extends across the diameter of a housing. A diaphragm is located on, and fully supported by, the plate. When pressure media urges the diaphragm and sealing plate downward, the sealing plate urges a step downward to actuate a valve. A hub and an annular support plate can be assembled to form the plate, and the plate can be different sizes by selecting different sized annular support plates.