The symptons you describe sound like you have a weak or broken valve spring (on the stock double wound springs, the inner dampner will often hold the valve closed enough to still give a decent idle but will not hold at any type of RPM).

I would pull the valve cover and check the valve train. The good new is the spring can be changed in vehicle without pulling the head.