Desktop on Mac does if you swipe to scroll. It doesn't if you drag the scroll bar to scroll.
On Windows, a scroll wheel doesn't bounce either. It doesn't need to when the scroll wheel itself provides physical feedback that you actually did something.
Touch interfaces tend to need some visual (or artificial haptic) feedback because touch itself is not enough.
