In order to generate crystals with a specific target property, the latent space of a VAE must be structured accordingly. In our approach, we employ a CVAE that segregates the dimensions of our crystals based on the target property. This methodology allows us to generate crystals with a high probability of possessing the desired property without need for local perturbation, which has the drawback of generating structures similar in properties and structure to the crystal perturbed. This