That is simply not normal. I have a heat pump downstairs (albeit a fancier Mitsubishi one) and it stays within one degree of the target temperature at all times. It's much more comfortable and stable than it was with the previous gas furnace or the gas furnace we still use for the upstairs, and it handled the temperature dropping into the low teens overnight with no issues.