How do I enable the .NET Framework 3.5 on an Azure VM created from a Windows Server 2012 R2 image?

If you're coming here in October 2014, you might just need to go to Windows Update on the VM and install the fix for this issue. It seems like a recent security fix broke the ability to install 3.5.