My favorite book in fourth grade was My Side of the Mountain: http://www.amazon.com/Side-Mountain-Puffin-Modern-Classics/dp/0142401110

I never thought about it before, but I guess it makes sense that my favorite book has since become On the Road by Kerouac... I think I first read it sophomore year in college. The theme is pretty similar.