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Starting from manually annotated connoted situation phrases (e.g., \u201cflight delays,\u201d \u201csitting the whole day at the doctor\u2019s office\u201d), we defined the implicit sentiment held towards such situations automatically by using both a lexico-semantic knowledge base and a data-driven method. 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