This is storesd in the state file for the project. It typically lives in the cruise control.net server directory (c:\program files\cruise control.net\server). The state file should be the same name as the project with the .state extension.
I've found that this file is read in at server start and, although persisted to disk, is not re-read; you'll need to stop and restart the service for the change to take affect.