You lose all items in Azure Dreams once you use them. But it doesn't really matter, since you can only take five items with you back into the tower each time. So anything you have left over, you'll want to sell off in town, unless you want to limit the number of familiars you take in favor of items, but that's kind of dumb. Once I had five familiars, I always took five familiars.