Center-tapped Full Wave Bridge Rectifier
You would have to disconnect the ground on the transformer center tap, but I would not recommend doing this because the insulation between primary and secondary (or between secondary and case/mounting) may not withstand 12 KV.

If you need 12 KV, you should get a proper 12KV power supply.