Do I need to install a special package to get the VNC support?
I installed:
sudo apt-get install kvm qemu-kvm qemu-kvm-extras
Everything works fine. I only get no VNC server up and running, although it's configured for the VM.
Maybe this is a firewall problem since I can connect locally.