You have the userid or IP of the person viewing, since this doesn't have to be entirely accurate, I'd just toss a hash in memcache.

To be a little more verbose... the hash would be something like:

{
  journalid => [ entryid, entryid, entryid, ... ],
  journalid => [ entryid, ... ],
}