A social networking system selects a configuration for presenting a story unit describing one or more actions performed by one or more social networking system users. In particular, story units having a particular type are presented to social networking system users using different configurations. Interactions between the social networking system users and the story units presented using the different configurations are captured and analyzed. Based on the analysis, a configuration is selected and used for subsequently presented story units having the same particular type.