Unless you specifically use an image file to backup the RAM Disk's contents, it's not preserved and disappears upon shutdown. For the majority of users, it is precisely the desirable behaviour.
However on Windows 8 and above you may see that files and folders persist across sessions. This is due to hybrid boot, please see
this article for details.