Does the notion and identification of unresponsive directions generalize beyond gravimetric, MOF-based sensors? The notion and process of identifying unresponsive directions herein generalizes beyond the specific sensing mechanism of observing the total mass of adsorbed gas in a MOF. To adapt to a generic array of sensing elements, each exhibiting some observable property dependent on the gas composition, redefine: