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A hidden or unsaid explanation behind an outlook
In both Britain and the USA, the phrase was popularised in the early 1900s by the advertisements for Doan’s Backache Kidney Pills, in which the slogan Every Picture tells a Story appeared alongside the picture of a man or woman clutching the small of his or her back.