The sheriff wouldn't specify how the children died. Michael Shirley's wife and the children's mother, Amy Shirley, was not home at the time.
Dunn said authorities are still investigating the motive. She said the fire was confined to the living room.
The deaths shocked the small town of about 725 residents, about 20 miles south of Topeka.
