Erm, I've never bothered trying to store anything. You could always give it a go with an object you han afford to lose and see if it's still there after you do a planet or something.
I don't really see the point in doing it though, as although the huge amounts of items you end up carrying looks cluttered, you can hold as much as you want. Which is a bonus over a lot of RPG games.