Nobody (that I know of) has principles that are entirely absolute: they are always weighted against other principles and possible consequences, implying that they must have different weightings that are compared to find the combination that produces the best result (interpretable as the one that produces the highest utility). I suppose you could reject this and say that people just have this insanely huge preference ordering for different outcomes, but that sounds more than a bit implausible. (Not to mention that you can construct a utility function for any given preference ordering, anyway.)
I reject both it, and the straw alternative you offer. I see no reason to believe that people have utility functions, that people have global preferences satisfying the requirements of the utility function theorem, or that people have global preferences at all. People do not make decisions by weighing up the "utility" of all the alternatives and choosing the maximum. That's an introspective fairy tale. You can ask people to compare any two things you like, but there's no guarantee that the answers will mean anything. If you get cyclic answers, you haven't found a money pump unless the alternatives are ones you can actually offer.
An Etruscan column or Bach's cantata 148?
Three badgers or half a pallet of bricks? (One brick? A whole pallet?)
You might as well ask Feathers or lead? Whatever answer you get will be wrong.
Observing that people prefer some things to others and arriving at utility functions as the normative standard of rationality looks rather similar to the process you described of going from moral intuitions to attaching moral value to generalisations about them.
Whether an ideal rational agent would have a global utility function is a separate question. You can make it true by definition, but that just moves the question: why would one aspire to be such an agent? And what would one's global utility function be? Defining them as "autonomous programs that are capable of goal directed behavior" (from the same Wiki article) severs the connection with utility functions. You can put it back in: "a rational agent should select an action that is expected to maximize its performance measure" (Russell & Norvig), but that leaves the problem of defining its performance measure. However you slide these blocks around, they never fill the hole.
Huh. Reading this comment again, I realize I've shifted considerably closer to your view, while forgetting that we ever had this discussion in the first place.
(Edited to add: See also this addendum.)
I commented on Facebook that I think our ethics is three-tiered. There are the things we imagine we consider right, the things we consider right, and the things we actually do. I was then asked to elaborate between the difference of the first two.
For the first one, I was primarily thinking about people following any idealized, formal ethical theories. People considering themselves act utilitarians, for instance. Yet when presented with real-life situations, they may often reply that the right course of action is different than what the purely act utilitarian framework would imply, taking into account things such as keeping promises and so on. Of course, a rule utilitarian would avoid that particular trap, but in general nobody is a pure follower of any formal ethical theory.
Now, people who don't even try to follow any formal ethical systems probably have a closer match between their first and second categories. But I recently came to view as our moral intuitions as a function that takes the circumstances of the situation as an input and gives a moral judgement as an output. We do not have access to the inner workings of that function, though we can and do try to build models that attempt to capture its inner workings. Still, as our understanding of the function is incomplete, our models are bound to sometimes produce mistaken predictions.
Based on our model, we imagine (if not thinking about the situations too much) that in certain kinds of situations we would arrive at a specific judgement, but a closer examination of them reveals that the function outputs the opposite value. For instance, we might think that maximizing total welfare is always for the best, but then realize that we don't actually want to maximize total welfare if the people we consider our friends would be hurt. This might happen even if you weren't explicitly following any formal theory of ethics. And if *actually* faced with that situation, we might end up acting selfishly instead.
This implies that people pick the moral frameworks which are best at justifying the ethical intuitions they already had. Of course, we knew that much already (even if we sometimes fail to apply it - I was previously puzzled over why so many smart people reject all forms of utilitarianism, as ultimately everyone has to perform some sort of expected utility calculations in order to make moral decisions at all, but then realized it had little to do with utilitarianism's merits as such). Some of us attempt to reprogram their moral intuitions, by taking those models and following them even when they fail to predict the correct response of the moral function. With enough practice, our intuitions may be shifted towards the consciously held stance, which may be a good or bad thing.