The comment was about whether the stereotypical tube distortion characteristics were euphonic or not.
My experience tells me you can't put science behind it as it lies within subjectivity or preference. Like what @ SIY mentioned, even different tube amp topology differ from the way they sound. I mentioned that overly bloomy sound (aka mellow and laid back from SIY's post) is not euphonic to my subjective preferences. Heck it sounds like I'm listening to a lower quality speaker at that point. At least with Saga preamp, it has not leaned towards bright but the vocals are slightly more forward while sounding a tiny bit thicker. The sound stage is widened a tiny bit so there are some upper mids that are a tiny bit more diffused compared to passive. The key words for me is "a tiny bit". That's what makes it euphonic to me. It's splitting hair difference at least with the Saga preamp. Different topologies will have more extreme versions of what SIY mentioned.