The stray capacitance of the impulse voltage generator plays a role in filtering and energy storage. It helps to smooth out the voltage waveform, reduce voltage fluctuations and noise, and improve voltage stability. Additionally, stray capacitance can store energy and release it when needed, helping to maintain the stable operation of the circuit.