The focus of this question is on the correct application of the past perfect tense. The correct answer is B, as it indicates that one action (leaving the party) occurred before another action (arriving). Option A uses the present perfect tense incorrectly for the context. Option C is in the simple past tense, and option D uses the future perfect tense, which is not relevant to the past perfect.