My iPod shuffle (2nd gen) went through the wash, it didn't work one day and worked the next.
The difference is that the Shuffle doesn't deal with nearly as much power as a wall-power-adapter does.
As mentioned before, the capacitors in the adapter still hold charge even if the thing's not plugged in