A bit of a scare; Reader Library wouldn't open after updating to v3.1.
As Igorsk mentioned somewhere, since they have changed the executable from "eBook Library.exe" to "Reader Library.exe" I had to add a DEP exception for Windows Vista.
*edit*
My mouse scroll doesn't work in the Reader Library or Store anymore. Does anyone else have this unexpected change?