you see there are a lot of these averaging operations going on so a lot of the heads are simply doing averaging and as you go up the layers the heads get more and more specific in the types of information they seek but then again in the last layers interestingly you get into a lot of these meta stable states again which i guess again interpret this as you as you want i'm going to leave this up to you but it sort of says like here you want kind of general patterns at the bottom and then the middle layers are kind of