(In the case of Colgan, it is possible that the PF thought that there was tailplane icing, in which case pulling back on the stick was a reasonable response).
Personally, if I suspected tail plane icing I would also consider that I might have ice on the wings giving me a higher stall speed, so think that speed might be a good thing if I have any height available!