Generative crystal structures produced by the Physics-Informed Generative Model for Extrapolating Beyond Known Motifs (PIGEN) and its variants. The structures are generated under different conditioning schemes, including compactness, diversity, hull energy, and structural complexity, as well as variants of these conditioning targets.