This paper showcases a 2.4 GHz circular array digital beamformer for RF passive sensing of electrical spark activities. A Wimshurst machine simulated electrical discharges, which were detected using a 16-element Uniform Circular Array. The system utilizes a low-complexity, multi-beam algorithm, demonstrating a novel method for passively sensing RF anomalies.