I'm not sure I buy the logic...if unarmed strike was supposed to be weapon damage, why wouldn't it just read, "The damage from an unarmed strike is considered weapon damage." rather than going on to say "...for the purposes of effects that give you a bonus..."
But, anyway, I probably just really like the idea of a bunch of 1st level characters slapping and stomping on spiders.