I'd like to give a shout out to Eric Saupe for creating an amazing directive. While I was building MapTweet.Info I needed something that wasn't JQuery to track when an input was 'submitted' with enter.
I found this directive from Eric below.
Link to full post on his site.
Gist Created below for personal reference in the future.