Events link outside of civicrm admin area does not work in wordpress
I believe that installing CiviCRM with WordPress in a different directory is not fully supported.

See this answer: 404 errors for loading CSS on Event pages (Wordpress)

The list of issues are documented on this page in the Wiki: WordPress installed in its own directory issues

If possible, I would suggest that you install WordPress in the root directory.