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We consider the problem of finding dense rank one module sublattices in module lattices of a given rank, where by module lattice we mean a lattice obtained as $R$-linear combinations of vectors with coefficients in a number field $K$, with ring of integers $\mathcal{O}_K$, and $R\subseteq \mathcal{O}_K$ an order. We provide generic upper bounds on the normalized volume of rank one module sublattices for $K$ totally real or CM, specific bounds for quadratic extensions and some cyclotomic extensions, as well as exact values for some norm Euclidean quadratic extensions.