Why do Robin and Sophie decide to buy the yellow hat they find in the thrift store in the novel, What My Girlfriend Doesn’t Know?

Robin and Sophie buy the yellow hat they find in the thrift store because it makes Robin look like the man in their favorite painting. He wears it every day.