Where is this "excitatory stimulus" started from in the first place?

A local membrane depolarization caused by an "excitatory stimulus" causes some voltage-gated sodium channels in the neuron cell surface membrane to open, allowing sodium ions to diffuse in through the channels along their electrochemical gradient.