Given a category and a set of five words, find the word from the set that does not belong (i.e. is the least relevant) with the other words in the category. Words are separated by commas.

[Q]: Category: direction 
Words: down, backward, up, downward, shameful
[A]: shameful


[Q]: Category: emotional status 
Words: sliding, down, emotionalities, remorseful, emotional upsets
[A]: sliding


[Q]: Category: employment activity 
Words: scold, water, fire, praise, replace
[A]:
water