Also, when there was a cut to a new scene, for a few seconds my brain thought the movie was playing faster. Like those old black and white movies of the early 20th century.
But clearly we learned something or there was something special about Hobbit, because that hasn't necessarily been my experience with all 4k / high-frame shows or movies...
I saw them in both normal frame rate and HFR as they were coming out and it looked kinda low-budget, weirdly lit/color corrected, and generally just clunkier than the LotR films did in the moment.
I would describe the effect of HFR as pushing immersion past suspension of disbelief into reality. You can no longer see them as characters, you see them as you would as if it wasn't through a screen - as you said, like watching actors on a stage.
Fortunately(?), humans may get used to HFR as we have with previous advancements in video technology. Remember when people were freaking out about 4K, 3D, HD, Color, "The Arrival of a Train at La Ciotat Station"?