ELI5: If atoms are mostly empty space, why do they appear as solid spheres in electron microscope images?

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As the title says, images of atoms made by electon microscopes make them look like solid spheres. How can this be when atoms are almost entirely empty space? Wouldn’t they look like nothing much at all?