A whole carriage was dedicated to the pooches on Saturday's tour, a pilot project organised by railway company JR East and its subsidiary JR East Start Up.
They are keen to organise more regular pet-friendly excursions in the future, Start Up official Shino Furukawa told AFP.
"We've received requests from customers who want to have a relaxing time with their dogs on the train," she said.
"We want to create an environment where people can live in harmony with their pets, who are part of the family. This is a big step towards making pet-friendly public transport a reality."