Running is generally considered a high intensity activity, but of course there are different degrees.

>"The definition of high intensity training is literally anything above that (lactate) threshold."

That's far from a universal definition. The phrase "high intensity training" often refers to a type of strength training popularized by the founder of Nautilus that involved lifting until muscle failure. What you're describing specifically is called anaerobic training.