These interpretations are consistent with known molecular gradients in GBM—such as EGFR-amplified proneural versus HIF-1α-driven mesenchymal programs—and suggest that the learned attractor topology may indirectly encode transcriptional state transitions. Here, HIF1A is linked to glioblastoma.