That's correct, there are several other bags in that line, which were produced as a part of the eye-love collection which are not permanent. I believe one of the posters in the collections posts has an eye love you bag, it's awesome !
They were produced in very limited quantities, and being seen on the arms of celebrities probably didn't help with that !