I am a Linux user who uses VIM as his primary text editor. Consequently I am used to remapping the Caps Lock key to function as Esc and vice versa.
I searched around for how to do this on Windows 8.1 and the only useful answers I found were around remapping Caps Lock and Left Ctrl.