The day after Lehman Brothers failed, Treasury Secretary Henry Paulson and Federal Reserve Chairman Ben Bernanke went to President George W. Bush with bad news. Insurer American International Group Inc. needed $85 billion or it, too, would collapse.

Though unhappy and frustrated, Mr. Bush approved the loan, saying, “If we suffer political damage, so be it,” Mr. Paulson later wrote.

Scholars...