For certain input power and wavelength settings, high Q-factor silicon-on-insulator rings self-pulsate. Thereby, they seem suited to emulate the behaviour of spiking neurons on a photonic chip. To gain insight in the possible excitation mechanisms a phase-plane analysis is needed. In this paper, we develop the theory needed to construct such phase portraits for a coupled mode theory description...