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Dial down
Context Matters
Use in situations where control is involved, like turning down music or decreasing effort. 
Metaphorically Speaking
Often used metaphorically to suggest becoming less aggressive or assertive in behavior or speech. 
Tactical Softening
Strategically used to prevent escalation of a situation or to smooth conversations. 