Ellen Parnell and her husband, Donald Parnell Jr., seem like the kind of well-off couple President Barack Obama has in mind when he suggests raising taxes on families earning more than $250,000 a year. A surgeon at Fort Sanders Sevier Medical Center in Sevierville, Tenn., he drives an Infiniti. They vacation at a beach resort every year.

Yet,...