I am not a teacher, but I am a native speaker.
By "blue", I think you mean "sad" or "depressed".
"I am feeling sad today". Or "I am feeling depressed today".
Just know that the second can sound childish to some people, because "depression" is a mental sickness, not really a mood that you can get for a few hours. But you will hear both.
Student or Learner