This is common on Linux even with scroll wheels and trackpads. “Natural” or “Inverted” scrolling is weirdly the default on KDE, GNOME, etc. I turn that shit off.

I think of it as you’re “dragging” the page in the direction you’re scrolling as if you were putting your finger on it and moving it that way. I don’t like the inversion of that.