While adaptive space-filling curve trajectories improve 1D ordering of 3D MRI datasets, the comparative performance of Morton Z-order versus Hilbert curves for preserving spatial neighborhood in voxel-based mental state classification has not been systematically evaluated; Morton-order linearization may offer computational efficiency advantages that remain uninvestigated for clinical neuroimaging workflows.