Speed and the time unit
All Morse timing derives from one base unit. A dit is one unit, a dah three, with one-unit gaps between elements inside a character, three-unit gaps between characters, and seven units between words. Raising the WPM shrinks every duration proportionally, so a faster setting compresses the gaps exactly as much as the tones, which is why high speeds sound like continuous runs of rhythm rather than distinct beeps.