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Down in the mouth
Colloquial Usage
It's casual language, more common in spoken English than in formal writing. 
Non-literal Meaning
'Down in the mouth' doesn't mean someone's mouth is physically pointing down, it's about their mood. 
Facial Expression
The phrase often relates to someone's appearances suggesting sadness, not just their feelings. 