[Martin] sent in a great guide to a simple Arduino based theremin ... on a simple LC oscillator built around a 7400 quad NAND gate IC, a wire antenna, and a few caps and resistors.

If you prefer to think in hardware terms, the most elementary PRNG is a shift register with a feedback loop from two of its cells through an XOR gate ... it to that Arduino pin.