On the instruction manual it says you can mount it sideways, but not upside down. I ran my 330MB Fujitsu for about 4 years sideways, it's in storage now but can still be read.
I'm wondering if modern high density drives might be a bit more touchy. If it's over 5GB I would play it safe and give it the more secure mount.