Took me a while to figure this out and I don't know if it's just my machine but I had to give SystemStarter the name I stated in the 'provides' part of the property list for testing. Like this.
# sudo SystemStarter stop "Servlet Engine"
If I stated Tomcat then SystemStarter told me it could find no Service with that name.