It has become much more socially acceptable to communicate ones emotions in the last few decades. This, added to the fact that female authors have tended to communicate differently (and I see no attempt to control for that in my admittedly quick scan of the write-up) makes me think that they may just be detecting a cultural trend in favour of honest emotional self-expression.