Yes, rather than stay and get captured by British dragoons, he left.
This became a rallying cry by the Federalists (who would love the current power structure in the US right now).
The act was investigated by the Virginia General Assembly and found that he had done nothing wrong.
(Staying would have been extremely dumb)