Rare flavour changing neutral current decays such as provide sensitive probes of physics beyond the Standard Model (SM), being forbidden at tree level and arising only through loop induced processes. Angular analyses yield observables sensitive to short distance dynamics. The optimized observable shows a persistent deviation from SM predictions in , motivating modified Wilson coefficients. A theoretically motivated framework is investigated in which vacuum polarization of a Dirac dark fermion modifies the propagator of a heavy boson, inducing a momentum dependent contribution to . The loop corrected propagator is incorporated into the effective weak Hamiltonian for . Bin averaged angular observables are computed with , and parameter points are scanned over different chiral structures of the couplings. A analysis identifies preferred regions that are vector dominated and chirally asymmetric. The best fit solution significantly alleviates the tension, reducing the deviation in the central bin to , an improvement of approximately relative to the SM. This improvement is driven by tree level exchange, which induces , consistent with global fits and compatible with other angular observables and . Dark fermion vacuum polarization adds a subleading dependence to ; it does not dominate the fit, but supplies a distinctive threshold structure testable with finer binning. These results show that a portal to a dark fermion provides a phenomenologically consistent description of the anomaly and a concrete benchmark for LHCb Run~3 analyses.

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