The series is inspired by the true story of Keith Hunter Jesperson, infamously known as the Happy Face Killer. His case dates back to the 1990s when he took the lives of multiple women.

Perhaps as a result, “Happy Face” lacks the nimble, playful, ever-shifting tone that generally marks a Kings show, even one that deals with serial murder. (Producing director Michael Showalter ...