How to use views replacement patterns while using the PHP filter?
Figured it out. When using replacement patterns within the PHP filter you simply use double quotation marks over single ones.   

i.e: $urlhere= "[field_story_url]"; over $urlhere= '[field_story_url]';

Looks like the double quotes is what allows Drupal to see the replacement tokens outside of the PHP code.