Frequently, we introduce a new concept with a formal definition, then immediately say "Intuitively, what this means is..." What are the absolute best metaphors you've seen (for concepts of any level)?
For example, I think the comparison of modular arithmetic to arithmetic with times, on a clock face, is fantastic, because it corresponds so perfectly and because clocks are so widely known.
The number line. For whatever elementary school grade it is, it illustrates why you need zero, and why you need negative numbers.
The venerable cake, or probably pizza nowadays, to illustrate fractions.
The Riemann Sphere.
The coin flip as a prototypical random event.
Markov chain as a frog hopping from lily pad to lily pad.