Samantha Power is Barack Obama's senior foreign policy adviser, but when his office first called her in 2005, she thought, "who is this guy?"

Her 2003 book on genocide, A Problem from Hell, won a Pulitzer Prize, and she's a professor at the Kennedy School at Harvard. In a recent interview I asked her why Obama called her. "His office said he had just read my...