Gotcha.
The configuration is in InstalledEngineBuild.xml. There is a line like this:
<Option Name="GameConfigurations" DefaultValue="DebugGame;Development;Shipping" Description="Which game configurations to include for packaged applications"/>
Add your favorite configuration inside DefaultValue.