Tried on a brand new board as this was happening on another private one:
If I hold Shift and then Scroll with the mouse wheel, this _sometimes_ scrolls horizontally, but quite often the behaviour breaks.
It seems to happen if when I scroll without shift - after that, Shift + Scroll zooms until I reload or something else happens. Sticky ‘flags’ for zooming get wiped out on scroll action?