Miso soup becomes cloudy due to the presence of miso particles suspended in the broth. The cloudiness is a result of the miso paste. When the soup is too hot, it may make it more challenging for the miso paste to dissolve fully. Therefore, generally it is recommended to remove the soup from direct heat before adding the miso paste and stirring it in gently.