How does e, or the exponential function, relate to rotation?
There is a closely related discussion at this math.SE question with lots of details. Let me see if I can summarize it as concisely as I can:
- Let $r(t) : \mathbb{R} \to \mathbb{R}^2$ parameterize a particle moving uniformly around the unit circle. Then $|r(t)|^2 = \langle r(t), r(t) \rangle = 1$ (where $\langle \cdot, \cdot \rangle$ denotes the dot product). Differentiating this relation gives $\langle r(t), r'(t) \rangle = 0$; in other words, the displacement is always orthogonal to the velocity. (This should make physical sense.)
- Since in addition $r(t)$ is moving uniformly we have $|r'(t)|^2$ is a constant, and we may as well assume $|r'(t)| = 1$ by a suitable change of units. Hence $r'(t)$ is either a $90^{\circ}$ clockwise or counterclockwise rotation from $r(t)$.
- Now identify $\mathbb{R}^2$ with $\mathbb{C}$ and identify $r$ with a function $z(t) : \mathbb{R} \to \mathbb{C}^2$. If the particle is moving counterclockwise, then the above implies that $z'(t) = i z(t)$.
- But this differential equation clearly has unique solution $z(t) = e^{it} z(0)$.
So the fact that multiplication by $i$ is the same as rotation by $90^{\circ}$ actually immediately implies the more general fact about arbitrary rotations through Euler's formula (although one does not need Euler's formula to see this, of course). The other lesson to keep in mind here is that $e$ shows up whenever you solve linear ODEs. Abstractly this is because $e^{\lambda z}$ is an eigenvector for the derivative operator of eigenvalue $\lambda$.
I think these are important and fundamental questions, and it's a pity they aren't more clearly addressed anywhere in the undergraduate curriculum.
So, to summarize: $e^{it}$ is a complex number $\cos t + i \sin t$ which describes counterclockwise rotation by $t$ radians. It follows that if $z$ is a complex number of absolute value $1$, then the possible values of $\log z$ are the purely imaginary numbers $it$ such that $e^{it} = z$; in other words, they're the possible values of $t$ such that $z$ describes rotation by $t$ radians. So taking the logarithm of a rotation gives you an angle.
When I personally went on the quest for an intuitive grasp of the relationship between Euler's Number and Rotations. I would almost invariably find explanations that missed the point entirely and instead simply explained the motivation for imaginary exponents in general. Yes this is required knowledge but it's not the end of the story. As the picture below illustrates any Real Number to an Imaginary Exponent will create a Parametrization of a Unit Circle in the Complex Plane.
The real reason we choose to use Euler's Number over any other is because it is the unique "Growth Factor" that correlates a Unit Circle Parametrization with Arc Length.
That is to say, for $B^{i t}$, the Arc Length of a Unit Circle = 1 when t = 1, if and only if $B = e$.
So $e^{it}$ is a pretty nice and convenient little formula with the Parameter $t$ corresponding exactly to our measure of Arc Length. From which we also indicate Angle in general through Radians.
However we are again left with another question now. Why exactly is it that Euler's Number is the "Growth Factor" that correlates a Unit Circle Parametrization with Arc Length?
After all $e$ usually presented in a purely analytic fashion, related to function growth and certainly doesn't seem to have such direct connection to the Arc Length of a Circle.
This is really the crux of the matter and is something that I think can only really be seen by examining the "Moving Particle" analogy in detail.
Warning: Wordy explanation ahead!
Part 1:
I find that thinking about this in terms of the Physics is the clearest and most complete explanation.
Interestingly enough it shows how the so-called "deep connection" between Euler's Number and Pi turns out to be nothing more then the familiar property of the Natural Exponential Function being equal to all of its Derivatives.
There's a lot going on in the above three pictures so let me explain them point by point.
Each graph represents a Unit Circle Parametrization in the Complex Plane with Real Numbers going horizontally and Imaginary Numbers vertically.
The first graph uses the equation $f(z) = 2^{i t}$. The second $f(z) = e^{i t}$ and the third $f(z) = 3^{i t}$.
Where $t$ runs from $[0,1]$.
For each graph the Light Blue Curve corresponds to function itself while the Yellow, Green and Orange Curves are the 1st, 2nd and 3rd Derivatives.
The correspondingly colored Vectors stemming from the Origin are the Position Vectors that "sweep out" their respective Curve.
The Light Blue Position Vector (which is the function itself, not one of its Derivatives) also has additional Vectors stemming from it which indicate its Velocity (Dark Blue), Acceleration (Red) and Jolt (Purple). Where Jolt is simply the Derivative of the Acceleration.
Notice how in all three different bases the Velocity, Acceleration and Jolt Vectors are always Perpendicular to each other.
However only the formula using Euler's Number as a Base has Derivatives that seem to "line-up" with each other.
The understand why this is and why it's important we'll have to go full on Physics mode.
Part 2
First, assume the Unit Circle Parameter is Time in Seconds.
The essential idea is that in order for a Radius of Length 1 to move 1 Arc Length in 1 Second it is required to have a Velocity of 1, Acceleration of 1, Jolt of 1, etc.
(As well as all being Perpendicular to each other, but any Growth Factor of a General Exponential Function gives the Perpendicular Derivatives property.)
If we interpret Arc Length as a general measure of Distance.
In order for a Particle to move 1 Meter in 1 Second it is required to have a Velocity of 1 Meter Per Second.
For this to hold true indefinitely, it is required to have a Parallel Acceleration of zero. That is to say, it can neither slow down nor speed up.
However it may have Perpendicular Acceleration. This Perpendicular Acceleration should preserve the above properties no matter the magnitude as long as it is only ever strictly perpendicular to the Velocity.
If we now add an additional constraint, that of a "Stable Orbit" of the form of perfect eternal circular motion.
Then we find that the Perpendicular Acceleration should change the Velocity by 1 Meter Per Second every Second (given an Orbit with a Radius of 1 Meter).
This is because it must always be pointing "inwards" but which direction "inwards" corresponds to constantly changes as the particle orbits.
Consequently we find that none of the Particle's Derivatives (up to the Infinitith Order Derivative!) can be Zero and in fact must all be Constant. In this situation in fact they must all be 1. (That is to say, of course, that all their Magnitudes must be Constant and in this case are equal to 1. Their Directions are constantly spinning around to maintain their positions perpendicular to each other.)
This is because in eternal circular motion all of a Particle's Derivatives must be constantly "correcting" the Derivatives lower than it in order to maintain the constant instantaneous changes in motion forever.
I hope this rambling explanation was helpful. I only post it because after spending weeks reading about Euler's Number, Trigonometry and Complex Numbers this was the only explanation that finally made all the details "click" for me and I couldn't find such an explanation on-line anywhere after much searching.