What is Commander Ralph's opinion of you? What is your reputation in general? Maybe returning after getting your reputation up would help?
Reputation-list-spoiler

This may be a bug, since you can not move, or possibly the cutscene starts where the guards should arrest you, but Ralph attacks instead.