Gower Street is a street in Astoria, Oregon. There are various streets in Astoria, many of them off Highway 20. The truck race at the beginning is where Gower Street is, at Cannon Beach, where the Fratellis say this:
Jake: What the hell are we doing here?
(View of Haystack Rock from Gower)