grammaticality - What / Which would you like more of?

If you present someone with four options to choose from (and they can only choose one), should you say:

"What would you like more of?" or "Which would you like more of?"

Would the answer change if you were offering nouns (pie, coffee, etc.) or intangibles (power, speed, etc.)?