Office politics: How do you deal with colleages getting into heated discussions?

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I'm easily affected by the moods of people around me. Right now my colleagues are having a heated discussion about how they should go about doing the project. Though I'm not part of their team, the raising of voices and loaded remarks flying through the air is really affecting me. Is there a good way to deal with this?