Answer No, it doesn't hurt mice to be held up by their tails for short periods of time, such as when they're taken out of their cage. They don't weigh much, and their tails are relatively strong. They shouldn't be held by their tails for long periods, and they should never be swung by their tails, but picking them up that way is fine.