Disable annoying OS X Dock multi-monitor support

I do not like the dock popping up on my second monitor. OS X has a feature where you can mouse over the bottom edge on the screen that doesn’t have the dock and the dock will move there. I can see it being a good feature for some, but I find it to be super annoying. So, here is how you disable this shit: