A truism of the midterm elections is that women in the suburbs revolted against Donald Trump—or were revolted by Mr. Trump—and took it out on Republican candidates. Surveying the carnage among incumbent Republicans, there is little reason to challenge this conventional wisdom.

Still, some of us on principle don’t feel at home with the conventional wisdom, even as we admit its undeniable reality. So this week we are going to spend some time with what may be America’s most determined political outliers—the women who love Trump.

They aren’t just women. They are self-identified Republican women. No one likes Mr. Trump more than Republican women do. This parallel truth about women in the electorate jumped out from the data in the Dec. 17 Fox News Poll, a random national sample of registered voters.

Mr. Trump’s overall approval rating in the Fox poll is 46%. His approval among Republican women is 93%—8 points beyond his approval among GOP men. Republican women outrun men in their support for Mr. Trump on virtually every issue Fox polled.

These women aren’t doubt-free Trumpians. Of that remarkable 93% figure, 36% “somewhat” approve of him.