DCGAN is initialized with random weights, so a random code plugged in the network would deliver a very random image. Nevertheless, while you might imagine, the network has a lot of parameters that we can easily tweak, and also the purpose is to locate a placing of those parameters https://ambiq.ai/articles/ambiq-modelzoo/