Before revision:  Using  emotional tone of user publications as a proxy for his emotional state, we uncover relationships between state changes and interactions he has in a given community.
After revision:  Using emotional tone of users' writing as a proxy for his emotional state, we uncover relationships between state changes and interactions he has in a given community.