There is a specific mathematical 'filter' in your brain that explains why smart people act against their own values.
April 17, 2026
Original Paper
Belief Filters as High-Precision Priors: An Active Inference Account of Value-Belief Dissociation
SSRN · 6470519
The Takeaway
We often wonder why 'good people' do things they know are wrong or hypocritical. This study uses a computational model to show that our brains have high-precision 'belief filters' that physically block our deep-seated values from influencing our actions. It’s an active inference process where your brain prioritizes immediate predictions and environmental signals over your long-term moral code. Essentially, your brain treats your values like background noise when it’s trying to navigate a complex situation. It turns out hypocrisy isn't always a lack of character; sometimes it's just the way your brain filters data.
From the abstract
People frequently act in ways that contradict their own values-a phenomenon documented across clinical, organizational, and everyday contexts under labels including conditions of worth, cognitive schemas, introjected regulations, and cognitive fusion. Despite its ubiquity, this value-belief dissociation lacks a unified computational account. The present paper proposes the Belief Filter model, which formalizes the obstruction mechanism within the Active Inference framework. We define a belief fil