I store my K stuffed lying on their backs in the original sleeper and in their orange box away from sunlight.
However they fit. Seriously, it's an issue. I try to stuff the bags for support at least, and keep them in their dust bags, but some I can lay down and some have to stand up and I'm lucky I can still walk into my closet and turn around. Need. Bigger. Closet.