If I take off from the top of a mountain and immediately descend to the valley below, will the altitude displayed on my controller be zero because it is now below the altitude that I took off from, OR is the altitude displayed on the controller the immediate altitude of the Mavic from the ground at the time it is flying?

Your altitude will be minus, your altitude is measured from where you took off.