Hi Nathan:

There is a justice measure in the following lab experiment:

Yang, L.-Q., Bauer, J., Johnson, R. E., Groer, M. W., & Salomon, K. (2014). Physiological mechanisms that underlie the effects of interactional unfairness on deviant behavior: The role of cortisol activity. Journal of Applied Psychology, 99(2), 310-321. doi: 10.1037/a0034413

Paul

Hi Nate,

This might not be exactly what you are looking for if you want a fairness perspective, but perhaps it will be helpful.  I will send you a copy, there also was a meta analysis on the topic recently.

Bob

Newman, E., Willard, T., Sinclair, R. R., & Kaloupek, D. (2001). Empirically supported ethical research practice: The costs and benefits of research from the participants’ view. Accountability in Research, 8, 309-329.

Thanks, Paul and Bob.  These measures are a good fit for what I'm looking for.