Anxiety or stress is the root of most chest butterflies—also referred to as heart palpitations—and they can stimulate a surge of adrenaline in the body. The adrenaline rush then produces a faster and stronger than normal heartbeat. That's when you get the feeling of a butterfly or flutter in the chest.