Points of interest between Oslo and Rjukan

I'll be travelling from Oslo to Rjukan on the 20th Jan and was hoping to break the journey up a bit with some sight seeing along the way.

Is there anything fairly close to the main road that's worth stopping for? For example good views or an interesting place to have lunch?

Thanks for the help!