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Take somebody/something seriously
Emotional Weight
The phrase often implies someone's feelings or thoughts deserve respect and understanding. 
Not a Joke
Using this phrase means the subject is important and should not be laughed at or dismissed. 
Authority Recognition
Sometimes it's about acknowledging someone's authority or expertise in a subject. 