The reason that you are likely receiving mixed information is because the rule changed. For the longest time, a character was allowed to drop to zero (or lower) during battle. However, that rule changed to an immediate discard when toughness drops to zero.
As soul seeker stated, though, that means that Hunger is causing the hero's removal, therefore Special Initiative now applies.