My personal experience is consistent with your second point.
But I'd be careful about making conclusions from the suicide/antidepressant statistics. It's shown to be highly correlated to altitude. I've included a couple links from google search to demonstrate the point.
That being said, the Mormon/LDS church does cause some psychological hardships for certain groups such as LGBT and ex-mormons... at least in my anecdotal experience.
suicide rate map: http://akinokure.blogspot.com/2015/03/higher-suicide-rates-o...
altitude map: http://weather.unisys.com/usgs/