High-quality connections at work are marked by a subjective experience of mutuality, positive regard, and vitality. Literature indicates various emotional mechanisms, such as gratitude to build high-quality connections. This study was conducted at an Indian textile firm that installed gratitude boards in factory premises for employees to express gratitude. Using the data from 179 employees who participated in this initiative and their supervisors, this study empirically examined the role of gratitude in forming high-quality connections, which further lead to enhanced job performance. The main findings are: 1) high level of gratitude significantly predicts high levels of mutuality, positive regard, and vitality; 2) higher levels of mutuality significantly predicts task performance; 3) higher levels of mutuality, positive regard, and vitality significantly predicts contextual performance. The implication for both theory and practice has also been discussed.