Why does my sink supply shutoff valve spray water when I close it?
Globe/gate valves will often do this if they are not completely opened or completely shut.  A loose packing nut can also cause this - have you tried tightening the screw/nut on it?

If it continues to be a problem I'd recommend replacing it with a ball valve (1/4 turn opens or shuts the valve).