Thanks for y’all’s thoughts on this. It’s helpful to know there are other people thinking what I was a few months ago.
We gave up on pursuing this information and moved to just displaying brain wave intensity (averaged in time and grouped into Alpha, Theta, Low Beta, High Beta, Gamma). We looked into papers that could reasonably be used to justify using that data to calculate certain emotions for the future.