We just wanna be like the Swedes.
Some small part of Finland is part of it but Scandinavia really means just Norway and Sweden. Often people mean also Denmark and Iceland when they say Skandinavia (similar languages etc) and some also count Finland in too (so not so wrong saying so). But if you really want to count Finland in you should talk about Fennoskandia.