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Not a dry eye in the house
Emotional Reaction
Used when a situation causes a collective emotional response, often sadness or joy. 
Group Experience
Refers to a shared emotional experience among a group, like an audience. 
Not Literal
It's a figure of speech and might not mean everyone is literally crying. 