The agent tried to brainwash Gee for four months, without success, and Gee eventually persuaded him to defect to the West with the help of a $300,000 bribe.
In the Season 6 episode "Lies and Other Truths", it is revealed that Gee has kept in touch with a former KGB agent who apparently held him captive at some earlier point in his life.