Senate Republicans' dramatic revolt against a White House-backed auto industry rescue plan is fraught with political risk.

While the high-stakes gambit places them squarely within the mainstream of anti-bailout public sentiment, at the same time it exposes the party to potentially devastating criticism that its failure to compromise doomed the Big Three automakers and deepened...