To deny an invitation to an event with your bros or to leave early under the excuse that you are either "busy" or have to "hang out with your girlfriend."
Styering out only becomes an appropriate term after the aforementioned event has happened on an extremely regular basis, and becomes expected.
Billy Bob was going to come to my party, but he had to styer out. What a surprise.