Indeed; I've been trying to describe these models as being consummate bullshitters. Or consummate improvisers, if you want to be kinder. Since its core task model is "autocomplete", it's less "trying to answer a question" than it is "trying to predict the most likely next thing to say after a question". Doing its best to sound like the most likely thing that comes after the thing prompting it, which in this case, often looks like an 'answer'. And when you have access to as much context as these models do, that can get as specific and nuanced as "giving you the answer you were expecting".
It has got me wondering if this might be an interesting fundamental model of consciousness. A bullshit generator modulated by other systems that may have more "logical" qualities.