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This paper re-derives activation patching from causal mediation analysis, revealing that the natural indirect effect (NIE) captures not only a component's causal effect but also interaction effects with other components. It demonstrates these hidden interactions in the GPT-2 IOI circuit and argues that they are a diagnostic tool rather than a nuisance.