The largest disagreement between readers and writers occurs for negative emoji (sad face, pouting face, etc...). For this group of emoji, the authors report to feel 26% worse than what readers perceive in terms of standard deviation. Emoji use was not found to be correlated with author moodiness. Emoji use was found to be correlated with more happiness within users and between users.