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Introduces MoCA (Implicit Social Context Analysis), a new task and benchmark for modeling implicit social scenarios across affection, intent, and stance, along with a Conflict-Driven Abductive Reasoning (CoDAR) framework. Experiments show state-of-the-art multimodal LLMs struggle on this task, while CoDAR improves performance but still lags behind human reasoning.