Does the 'last seen' field refer to a user's activity on a particular site, or across the Stack Exchange network?
The "last seen" field is judging when you were last seen for a particular site.
Example:
Looking at activity for Math SE
And for Meta
Taken at the same time, but you were last seen differently on each.
If you want me to change the pics for privacy reasons I can.