We study the existence of normalized solutions for the nonlinear Dirac equation where , , is a prescribed mass, and is a Lagrange multiplier. For any and , we establish the existence of a normalized solution for all sufficiently small masses , with and . Our results cover the full range of nonlinearities, including mass-subcritical, mass-critical, and mass-supercritical cases. The main challenges are the strongly indefinite nature of the Dirac operator and the loss of translation invariance caused by the singular weight . We overcome these difficulties by combining a constrained min-max reduction method with a novel weighted compact embedding in . This approach circumvents the singular potential at the origin and yields a unified existence theory valid in the small-mass regime.

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