Found the issue in the mean time.
At phase: "Configuration and Utilities in the Control System"
Action: Set Technical Switches"
Define the parameter "SND_LOGON" with value "X"
When you now go to the phase "Configuration and Utilities in the Sender System" a SAP Gui logon screen will appear.