What I've noticed is that after a bowel movement the feelings of negativity subside noticeably and this lasts for about half an hourI agree that it's probably gut-related. Gut stuff always is behind my depressive spells.
I think the supplements are likely worsening or causing it. I have never taken a single supplement that didn't cause digestive problems.