Finding excited states and excitation gaps in frustrated spin systems using Variational Quantum Eigensolvers (VQE) is complicated by state-ordering inversions. In the frustrated spin-1/2 - Heisenberg model, standard single-sector algorithms like Variational Quantum Deflation (VQD) in fail when . In this regime, the lowest-lying excitation in is a Triplet (), which lies below the Excited Singlet (). Standard deflation projects out the ground singlet and converges onto the Triplet state, misidentifying it as the Excited Singlet. Here, we present a Dual Spin-Sector VQE framework that resolves these state-ordering inversions across 1D spin chains and 2D rectangular lattices. By first optimizing the ground Triplet state in the sector (where singlet states cannot exist), mapping it into via the total spin-lowering operator , and evaluating a dual-sector penalty cost function, we isolate the Excited Singlet () without variational ambiguity. Numerical state-vector simulations confirm exact convergence to machine precision with unit overlap fidelity. The method captures key physical features, including the gapless phase, the BKT critical point at , the Majumdar-Ghosh dimer point (), and the 2D non-magnetic frustrated regime (). Finite-shot sampling simulations and gate-scaling analytics up to qubits demonstrate the resource efficiency and shot resilience of the algorithm for near-term quantum execution.

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