"I don't understand why Jews get so upset when someone says something that is negative against them"
Because, historically, words have led to pogroms.
It's not the words of drunks that Jews had to fear the most; rather, it was the orders of the lords to their minions to rouse the mob.
Those were always stone, cold, sober words!