Just wanted to update on this issue for the collective forum knowledge. When I bought the car in 2011 I changed the fuel filter. I decided to change it again because my fuel pump was pretty loud.

The old filter was clogged and now this problem is resolved and my fuel pump is quiet again.

Spark notes: if you are having some driveability issues and your fuel pump is loud; then change the filter!