As a high school student myself I discovered what mathematics was really about by reading Efimov's "higher geometry" which I bought pretty much at random. It deals mainly with hyperbolic and projective geometry, and in a completely axiomatic way. To me it was like a door to another world I never dreamed about. I highly recommend it.