They may not see your white hat.

This case is a bit unusual, that the police arrived while shots were still being fired. We tell all of our students do not have a gun in your hand, when the police arrive. Do you have a plan?, and remember it is highly unlikely the police arriving at the scene will know you. If you appear to be the aggressor, they may not spend much time on making an ID before they shoot you.