Portions of this work have been previously presented at the Society for Personality and Social Psychology annual conferences (2017, 2018, 2019) and the associated pre-conferences on Justice and Morality and Law and Psychology. Additionally, separate analyses of these data are reported in a companion manuscript (Celestin & Kruschke, 2019). Although the two manuscripts are based on the same data, the analyses are (a) mathematically different and (b) focus on very different aspects of the models. The latent severity scales reported here remain essentially unchanged when using more elaborate models, so we present the most parsimonious model here in order to maximize the clarity of the latent scale derivation and the implications of those results.