There are several hundred miles of very tall mountains in the way. Unless someone is contemplating a century long project to dig a tunnel, those miles will be taken at a crawl.
Heck, even the geography between NYC and Chicago--which would be potentially interesting based on crow flies distance and amount of travel--almost certainly makes HSR not viable.