Car doesn't start on hot days

Hi there,

I have a Mazda MPV 2001. It works fine, but on hot days the car won't start until it cools down again.
The lights come on, and it clicks, but doesn't start. I can't figure out what part of the car gets affected by the heat, and would be thankful for any ideas.