how to test mutual exlusion? (more than negative correlation)

I have a dataset with more than a negative correlation - there is mutual exclusion going on. A scatter plot of the two variables of interest gives an L shaped distribution. I'd like to present this in a paper, but have little idea of how to analyze and report the distribution. Suggestions?