Does anyone pick the civs when you set up a game or just random?

I have thought about starting a game with civs that are not warmongers like Greece, England, France or Rome. I feel like it would make the game interesting where one would focus on everything but war. Would this be interesting in your all's opinion? If I did, which civs would you put in the game if it were going to be an all out cultural/diplomacy battle?