Jasmine. Jasmine is not just a beautiful bloom, it is also one of the preferred flowers for mental health preservation. Jasmine reduces stress, anxiety levels and helps with sleep problems. Jasmine helps lower a person's heart rate and facilitate a peaceful sleep.