Agree - once DD1 realised nothing was happening at 3 then she didn't care, lol!!! I have had to remember to name the consequence before the countdown. Amazingly it doesn't have to be anything major - removal of toy, quiet time in her room, no TV.
I also think being confident in yourself when delivering it is also important, has been for me, I must admit I have taken a few deep breaths.........