As with all bounty items, these will not drop unless there is bounty out on them. They will disappear from your inventory if you give up on the bounty.
References
The name of this item is a reference to rock musician Billy Idol.
The description of the goat as "gruff-looking" is a reference to the fairy tale Three Billy Goats Gruff.
