As superconducting quantum processors scale, understanding how physical layout shapes qubit interactions has become essential for architectural reliability. However, existing approaches offer limited visibility into how layout-dependent electromagnetic behavior translates into quantum execution-level effects. In this paper, we present EPAR, a unified electromagnetic-to-architecture framework revealing how field-driven disturbances manifest as connectivity distortions within realistic superconducting layouts. By unifying electromagnetic modeling with architectural analysis, EPAR uncovers quantitative robustness regimes, showing stable behavior for LTD $< 0.15$ and SI $< 0.10$, pulse-dependent fragility for intermediate distortion, and sharp fidelity collapse beyond LTD $> 0.80$ or SI $> 0.25$. EPAR also demonstrates that edges with identical two-qubit error rates can differ by more than $10\times$ in dynamic robustness.