Whenever I just slightly win, I shout “Qa’pla!”. Whenever I get really competitive I say “Today is a good day to die.” I also use petaQ.

I know this isn’t really a mannerism or phrase, but whenever a shocking turn/twist happens I’ve been known to hum the Balance of Terror theme.