Your mileage may vary, but I have always used business class and will continue to do so.

Amtrak tickets and receipts clearly show the upgraded service so there is no doubt that you took an upgrade, but I have never been asked about it and my trips are always about 1-2 hours. I know other pilots that book biz class as well and have not had problems.

Book answer? Who knows, but this has been my experience.