Don't use the official calibre Portable download from
http://www.calibre-ebook.com. Use the following instead:
http://portableapps.com/node/20518
Works wonderfully with multiple libraries. Just make sure your library folders are inside
calibrePortable\Data to be safe/ensure portability.