In 1905, the East Lyme Street Railway, providing trolley service between East Lyme and New London, decided to increase ridership on the line by developing the Golden Spur Amusement Park. Rooms were available at the Golden Spur Inn on the north side of the road, and in the Annex on the south. There were many amusements, including a dance hall, skating rink, merry-go-round, and fun house. Boats and canoes were available for rental. A pagoda was built on a small island behind the Annex to serve as a tea room, connected to the shore by a rustic bridge. It was known as Little Japan. Visiting attractions included J. W. Gorman's World Famous Diving Horses.
The Amusement Park closed in 1924. The Inn and Annex buildings still stand, and are now private residences. The island is also private property, and the pagoda is no longer there.