How to Display a Single Image Gallery per Album in Content Teaser?
Okay Drupalizer!  You don't need any special coding or modules to fix this.  I figured it out.  So basically, I just needed to create a NEW view of the Album Image Gallery Teaser with the same settings except for the Pager which I made to be "Display a specified number of items | 1 item".

Then I use this view as the Content Teaser for the Category Level and the Content-type 'ALBUM" I set the teaser display to be this EVA view.  

See attached screenshot ...