Improbability as Epistemic Attraction: Beyond Probabilistic Fields toward Phase-Induced Cognition

This paper develops a model in which improbability is not an exception within probabilistic reasoning, but the generative condition for epistemic emergence. We argue that in structurally weak environments, probability operates as a retroactive narrative of coherence, not as a causal engine. Improbability, by contrast, constitutes the phase anomaly—an ontological rupture—that reveals the latent logic of reality’s unfolding. We examine this asymptotic presence not as noise, but as signal: a form of epistemic attraction guiding the system toward meaning prior to inference. Through metaphoric inversion and topological realignment, this study reframes knowledge formation as phase-resonant emergence beyond classical causality.