Turns out that some machines will not display the option to disable it in preferences. This is the bug. When you don't want it, it gives the trackpad what feels like a Windows machine like random functionality.
It looks like you have to disable it per app.
This is a terminal command to disable it for the Finder:
Code:
defaults write com.apple.finder SupportForceTouchTrackpad -bool no
So happy now.