I find that I need to eat and drink a good bit when riding. I thought I wouldn't have to think about it much because I'm just a casual rider -- wow, was I wrong. I had a couple of experiences similar to yours.

Now I always take plenty of liquids and snacks. Experimentation will tell you what you need.