I originally posted this question on Math.SE and received some interesting comments but no answers. Now that some time has passed I thought that it might be appropriate to post here as well; perhaps it will incite some interesting discussion.
I have always felt moderately "skeptical" about the notion that Euclidean geometry as presented in a mathematics course (whether in a synthetic or an analytic form) actually corresponds to our intuitive, visual notion of flat (2d or 3d) space. By "skeptical" I of course do not mean that I actually doubt that it is true, I merely mean that I do not feel I have fully understood why it must be true, I have not fully convinced myself. Why, for instance, should a set like $\{(x,y)\in \mathbb{R}^2:y=mx+b\}$ for some $m,b \in \mathbb{R}$ correspond to the visual notion of a straight line? Why should something like $\arccos(\frac{v\cdot u}{|v||u|})$ (or however we end up defining angle formally) correspond to the visual notion of the angle between two vectors? Etc. I have never felt that I had totally satisfactory answers to these questions.
Some time ago I came across this answer on MO, explaining why topological spaces are defined in terms of open sets. The author demonstrates in a semi-rigorous way that the properties of open sets follow directly from certain intuitions we might have about "generalized rulers". Thus, from these intuitions about "generalized rulers", we can recover the formal definition of a topological space via open sets. I have been idly contemplating how one might do something similar for Euclidean geometry—demonstrate in a semi-formal way that the basic geometrical structure of $\mathbb{R}^n$ really does capture enough of our core intuitions about flat space that the picture we all have of $\mathbb{R}^n$ in our heads is really justified. But I am not sure how to do it. Certainly, since $\mathbb{R}^n$ is a model of any axiomatization of Euclidean geometry, showing that analytic geometry captures our intuitions about flat space is enough to show that synthetic geometry captures at least a subset of our intuitions about flat space.
I suspect that the "proof" here will be somewhat more complicated than the one in the linked question, as there are more intuitions to check. So I am not necessarily expecting a complete answer. But if anyone could suggest a direction in which to begin looking/thinking in order to convince myself of this fact, I would greatly appreciate it.
Edit: In light of a comment by Timothy Chow and the answer by Carlo Beenakker, I think it's perhaps worthwhile to disambiguate my terminology somewhat. Timothy rightly points out that visual intuition is not synonymous with spatial intuition, as is clear if one considers, for instance, the spatial intuitions that a person who has been blind since birth might have. To this I would also like to add that there is presumably a distinction between monocular and binocular visual intuition, being that the latter includes an element of depth perception and the former does not.
Carlo in his answer posts an image of train tracks running off to the horizon, and notes that despite the tracks being parallel, they visually appear to converge. I would argue that this may mix and match visual and spatial intuitions. It is our spatial intuition (and, presumably, spatial fact) which says that the tracks are parallel in 3d space. And in 2d, (monocular) visual space, the tracks do appear to converge at a point. But it seems to me that the tracks do not appear parallel in (monocular) visual space to begin with, and so Euclid's fifth postulate is not (necessarily) violated. When I look at the image of the tracks, I do not feel that I am seeing two parallel lines, rather I feel that I am seeing two non-parallel lines in 2d space whose preimages under projection happen to have been parallel in 3d space.
I suppose that in the narrowest sense, by my (now much more tentative) statement that "visual intuition is Euclidean", I meant that monocular visual space—the 2d projection of 3d space which we experience when we close one eye—appears to be flat. But now I am much less sure that this is so, and I suppose it does come down to an empirical question in the end. I haven't yet gotten a chance to look at the sources that everyone linked, so perhaps these distinctions are already addressed therein.