Thank you both for your input. I'm not a landscape or street photographer either, which is why I don't see these types of shots as well.
I actually have a few with the bridge more tightly framed, but will definitely take your suggestion to shoot this at night. I'm not really sure which direction the sun sets here, but might try for a sunset shot as well.
Maybe in a few weeks when the weather becomes a bit milder. I am a complete and total wimp when it comes to cold, and it is pretty darn frigid down by the water's edge at night.