An image model might map millions of pixels to a few thousand numbers that capture shape, style and content. Moving through that space changes the output smoothly, which is how image editing and interpolation work.
Latent diffusion models generate images in latent space and decode them to pixels only at the end. The name of this site borrows the idea.