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We thought that neuroticism would have likely gone one of two ways, either preferring sad music to express their loneliness or preferring upbeat music to shift their mood. Actually, on average, they seem to prefer more intense musical styles, which perhaps reflects inner angst and frustration, that was surprising but people use music in different ways -- some might use it for catharsis, others to change their mood. We'll be looking into that in more detail.