The structure that controls how much light passes through the specimen in a microscope is the diaphragm, also known as the iris diaphragm. It is typically located below the stage and above the condenser. By adjusting the diaphragm, one can regulate the intensity, angle, and amount of light illuminating the specimen, which is essential for optimal image quality, contrast, and clarity during microscopic observation.