We study a diffusive nonlocal interaction equation generated by the squared volumes of random -simplices. The nonlinear drift depends on the solution only through its mean and covariance matrix, which yields a closed finite-dimensional covariance system and an explicit representation of the measure-valued solution as an affine pushforward followed by Gaussian convolution. We use this reduction to prove global well-posedness for arbitrary initial data in . We then classify the stationary states and show that they coincide with the minimizers of the associated free energy. When , the equilibrium is a unique isotropic Gaussian up to translation. By contrast, at the critical dimension , the energy fixes only the determinant of the covariance matrix, and, when , a continuum of anisotropic Gaussian equilibria appears. Finally, we prove convergence of every solution to one of these equilibria in quadratic Wasserstein distance and obtain explicit exponential convergence rates.

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