What's inside a capacitor?

Disk capacitors are two conductive plates separated by a insulating layer:

Mylar capacitors are the same idea, but the insulator is a flexible mylar film, so a lot of area can be rolled up into a compact package:

Capacitors with large values are electrolytic. They are a gooey mess inside. This one is 0.1 farad: