New Hope , known for its bohemian history and daytripper-filled strip of shops and restaurants , is on the Pennsylvania side of the Delaware River ; on the New Jersey side , in Hunterdon County , just across a steel bridge , is its sister town , Lambertville , known for its 19th-century town houses and a less-discovered charm that has earned it a nickname as '' the left bank . ''