For weeks, U.S. officials have kept secret many of the sensitive details about their negotiations over Chen’s fate. But with the 40-year-old lawyer safely aboard a plane Saturday, senior administration officials described extensively for the first time their dealings with the Chinese — how they struck the first deal only to have it fall apart, and how the negotiations almost collapsed again.