I have almost no direct knowledge of mathematics. I took various mathematics courses in school, but I put in the minimal amount of effort required to pass and immediately forgot everything afterwards.
When people learn foreign languages, they often learn vocabulary and grammar out of context. They drill vocabulary and grammar in terms of definitions and explanations written in their native language. I, however, have found this to be intolerably boring. I'm conversational in Japanese, but every ounce of my practice came in context: either hanging out with Japanese friends who speak limited English, or watching shows and adding to Anki new words or sentence structures I encounter.
I'm convinced that humans must spike their blood sugar and/or pump their body full of stimulants such as caffeine in order to get past the natural tendency to find it unbearably dull to memorize words and syntax by rote and lifeless connection with the structures in their native language.
I've tried to delve into some mathematics recently, but I get the impression that most of the expositions fall into one of two categories: Either (1) they assume that I'm a student powering my day with coffee and chips and that I won't find it unusual if I'm supposed to just trust that once I spend 300 hours pushing arbitrary symbols around I'll end up with some sort of insight. Or (2) they do enter the world of proper epistemological explanations and deep real-world relevance, but only because they expect that I'm already quite well-versed in various background information.
I don't want an introduction that assumes I'm the average unthinking student, and I don't want an exposition that expects me to understand five different mathematical fields before I can read it. What I want seems likely to be uncommon enough that I might as well simply say: I don't care what field it is; I just want to jump into something which assumes no specifically mathematical background knowledge but nevertheless delves into serious depths that assume a thinking mind and a strong desire for epistemological sophistication.
I bought Calculus by Michael Spivak quite a while ago because the Amazon reviews led me to believe it may fit these considerations. I don't know whether that's actually the case or not though, as I haven't tried reading it yet.
Any suggestions would be appreciated.
Unfortunately there isn't a lot out there that is like what you are looking for. Here are some books that I've read that may come close.
I like the books and essays written by Steven Strogatz, a professor at Cornell University. He's written some things intended for the general public, including a pop science book called Sync and a series of essays in the New Yorker. He also writes journal articles and textbooks. He has a way with words, of being able to describe complicated mathematical concepts without equations. Here is his website: http://www.stevenstrogatz.com
However, the two books that most awoke my love of fractals and mathematics were:
Fractals: The Patterns of Chaos: Discovering a New Aesthetic of Art, Science, and Nature by John Briggs http://www.amazon.com/Fractals-Patterns-Discovering-Aesthetic-Touchstone/dp/0671742175/
An Eye For Fractals: A Graphic And Photographic Essay by Michael Mcguire http://www.amazon.com/Eye-Fractals-Graphic-Photographic-Nonlinearity/dp/0201554402/
They are introductions. They might not go into as much depth as you want. I'm not sure a single book would.
Life in Moving Fluids by Steve Vogel of Duke University is a mixture of biology, fluid dynamics and mathematics. It can be appreciated without background knowledge, but it skips over some explanations, so probably not all of it would be accessible. But it does delve into serious depths. The first edition has more explanations than the later edition. http://www.amazon.com/Life-Moving-Fluids-Princeton-Paperbacks/dp/0691026165/
Prime Mover: A Natural History of Muscle, by the same author Steven Vogel is easier to read, but has less math. http://www.amazon.com/Prime-Mover-Natural-History-Muscle/dp/0393021262/
Design in Nature: How the Constructal Law Governs Evolution in Biology, Physics, Technology, and Social Organizations by Adrian Bejan, also a professor at Duke University That's the introductory book, but if you want more detail, he has other books and scientific papers. I like his book Shape and Structure in Engineering and Nature, but it doesn't explain things very well, and a different book may be a better next step. http://www.amazon.com/Design-Nature-Constructal-Technology-Organizations/dp/0307744345/
Complex Adaptive Systems: An Introduction to comptutational models of social life (Princeton studies in complexity) by John H. Miller and Scott E. Page It was pretty readable to me, compared to textbooks in general.
Prime Obsession: Bernhard Riemann and the Greatest Unsolved Problem in Mathematics by John Derbyshire It's an interesting topic and the book is well-written, but somehow I didn't manage to finish it. So I don't recommend it as strongly as some of the others. http://www.amazon.com/Prime-Obsession-Bernhard-Greatest-Mathematics/dp/0452285259/
Structures: Or Why Things Don't Fall Down by J.E. Gordon A good introduction to concepts of tension and compression and how they are used in buildings. Uses some math. http://www.amazon.com/Structures-Things-Dont-Fall-Down/dp/0306812835/