Walk me through a very very basic LED circuit.

fuzzybabybunny:
How do you "set" this voltage difference? Does the LED just naturally have a ~2V difference across itself when given a current of 20mA?

The voltage drop depends on the material (silicon vs. germanium), doping, temperature...

Read about PN junctions.

Voltage drop of forward biased diode.