<ul data-eligibleForWebStory="true">Introducing weak probing for interpreting AI using quantum and transformer dynamics insights.Mathematical framework applies minimal perturbations to reveal causal pathways without interference.Experimental validation on sentiment analysis model shows advantages over existing feature attribution methods.