If you were standing in the back of a truck moving at 70 mph, and you threw a baseball in the opposite direction at the same speed, would it just fall straight down?

Yes, depending on how the "speed" was measured. If the speed is relative to the truck, then yes, it falls straight down relative to a ground observer.