@neuralreckoning An extra layer of this question is "at which timescale"?
On average, a neuron with a high baseline firing rate or highly active presynaptic network will consume more energy compared to a sparsely firing neuron (e.g., layer 2/3 cortex), independently of the task at hand. Intuitively, these parameters relate more to neuronal cell-type properties (transcription profile, connectivity, brain area) and thus are subject to evolutionary optimizations.
This review seems like a good starting point https://www.cell.com/current-biology/fulltext/S0960-9822(22)00227-5