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Stun points are a representation of your mental consciousness. Many things can tax your stun points, from combat, to concentration, to using psionics, to the abrupt stop after a fall.
The loss of all your stun points will result in your character becoming unconscious for a period of time. Your character will wake up automatically when his/her body is able to, generally when he/she has recovered to 1 Stun point.