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: chocolate food 
Words: smuggled, brownie, fudge, pudding, truffles

A: smuggled
****
Q: Category: aesthetic characteristic 
Words: loyal, medium, ghostly, tone, fair

A: loyal
****
Q: Category: direction 
Words: miserable, lower, right, below, down

A:
miserable
****