It is from Iron as shelanachium said, but it is from the spoon. It s producing what is known a Iron(III) hydroxide, sometimes called oxide-hydroxide, or Yellow Iron Oxide.
You just discovered the trick that water filters like Brita and others use to use to sale their product on commercials and such.
They would specifically use a iron electrode to produce the Yellow color. They would then use the same electrodes on the purified water, and no Yellow color would produce. This is because the filters removed enough ions to make the water no longer conduct, not allowing the iron to oxidize.
But if you then put just a tiny pinch of salt in the water, it would again produce the Yellow color (they did not show you this part though when trying to sale you the filters!).