The mystery dimension is the one which stores the sensitive data that has to be hidden from the view of others.
The junk dimension is the one which accumulates all the unwanted information from the specific record.
Those parameters which do not follow under a specific category or column are organized into a manageable dimension referred to as junk dimension.
A fact sheet that is related to company but not really important for the database operations can be seen as an example.