It was 70 degrees in my house before I shut my furnace off. Its been a few hours after shutting it off and its still 70 degrees in my house

If your furnace hasn't kicked on then it could be the weather got warmer outside or You simply have excellent insulation. Cheers, Tom

Tom is likely correct, what is the outside temp and is your home brick, lumber, etc...