From Longman Dictionary of Contemporary Englishstone-cold soberstone-cold soberDRUNK#having drunk no alcohol at all → stone-cold
Examples from the Corpus
stone-cold sober• They had drunk a great deal and the night was warm, but on a sudden they were both stone-cold sober.• It ends stone-cold sober, with thoughts of careers and family. 