The phrase 'they had already left' exemplifies the past perfect tense, indicating an action that was completed before another action or time in the past. This tense emphasizes the sequence of events, highlighting that the departure occurred prior to a reference point in the past. It plays a crucial role in conveying clarity in narratives and ensuring that timelines are understood by the reader.