Unfortunately, it will silently turn un-private after only six hours, so you need to be on top of that, lest you end up in the same boat. I learned this the hard way while listening to focus/study music all day at work.
Yeah it’s an option in settings. I always thought it was just to make your listening activity private from your followers, but maybe it does more.
It used to only hide your activity but now apparently anything you play in a private session won’t influence recommendation features: