A Night on the Town features Hornsby's last significant hit single, "Across the River", which spent one week at the top of the Billboard Album Rock Tracks chart and peaked at number 18 on the Billboard Hot 100. Bruce Hornsby chose Laurelle Brooks as the female lead in the music video for "Across the River".
A Night on the Town contains Bruce Hornsby's final major hit, "Across the River," which charted at number 18 on Billboard Hot 100 and topped Album Rock Tracks. The same song featured Laurelle Brooks as the female lead in its music video.