Crossing the GW Bridge from NJ into NY costs $15. There is no toll in the other direction, FYI.
Most of the tolls around NY/NJ are one way only- all the bridges and tunnels into the city, the tappan zee, parts of NY Thruway, etc.
I did the lighthouse ride in Portland Saturday also. It was a perfect day!