You should use I try to stay positive. It is because you already had a bad day. And in order to be positive, you have to stay positive.
e.g, maybe when you are positive all the time and one day something happens, and people will say 'what ever happens, you have to stay positive'. There's no such thing as stick positive, if you want to speak well. Have fun.