Long story short, I was trying to set up SSL and broke everything. Because I only have SSH access to my Ubuntu ArcGIS 10.2 instance on Amazon EC2, I'm not sure how to change this setting back and re-gain access.
Is there a way I can revert that setting without having access to the HTTP arcgis/admin pages?