Both. It'll get a little easier, but you'll be able to work harder and run yourself right back to hell.
I love how, for almost an hour afterwards, even walking up a normal flight of stairs gets my pulse and respiration up.
I don't experience the lung-burning, though. I suspect it will disappear as you get fitter, but will be interested in what others have to say.