Beyond the adiabatic approximation, geometric phases have been discussed as well in the context of the exact factorization using both a time-indpendent and a time-dependent formalism but only in the electronuclear formulation. We find, therefore, interesting here to point out the property of the exact electron factorization of a complex wavefunction: that of giving rise to a non-vanishing geometric phase in relation to the vector potential of the theory.