Thank you for the clarification! The latent space is so well behaved that that I can find linear relationship between the latent vector and the feature labels,

Thank you for the clarification! The latent space is so well behaved that that I can find linear relationship between the latent vector and the feature labels, and then use the regression slop as the "understanding" of the space