The 34-year-old "Lost River" actor wore a brown shirt, a pair of black trousers and brown glasses while driving the sports car for "Whiplash" director Damien Chazelle's film, reported Aceshowbiz.
In other set of photos, Gosling is sitting alone in an outdoor area of a restaurant seemingly for a diner scene.
Earlier, Gosling and his co-star Emma Stone were spotted in Pasadena during the movie's filming.
The 26-year-old "Birdman" actress will play an aspiring actress, Mia, who is lonely and desperate to fit in, while Gosling will star as charismatic jazz pianist Sebastian.
"La La Land", also stars John Legend, JK Simmons, Finn Wittrock and Sonoya Mizuno.
The movie is scheduled to release on July 15, 2016.