Generated solar images overlaid on the two-dimensional projection of latent space. The projection was performed such that the decision boundary hyperplane becomes a straight line (marked in red) in the depicted two-dimensional latent space. The decision boundary marks a clear separation between the physical properties (total unsigned field (TUF), and polarity) represented by the generated images. The bottom rows show zoomed-in views (outlined with green and blue rectangles) of the generated images from both extremes across the decision boundaries.