Plant Operator was moving base stacker conveyor out of way for the Loader Operator. During this maneuver hydraulic hose broke. While searching for leak, either in hose or connections, he asked that it be raised up and pump turned on. In doing so pressure was reinstated in hose. Hand was positioned right over hole causing penetration to middle finger on right hand.