Researchers and policymakers are advocating all-electric housing to reduce energy bills and emissions. Using energy-efficient reverse-cycle air conditioners is a core element of the shift from gas.

However, not everyone is happy with the change. “I just don’t feel warm,” said some people we interviewed after they...