Noticed something strange...
When I clicked on (from the admin panel) Tools>>Screenshots>> I was able to generate screenshots for all the sites. I was not able to do that before I removed the '>' from the URL.
However, if I go to Members>>Manage Members>> and click on screenshot for any of the sites I do get the 403 error.