Before removing the pan from the heat, add vanilla, then lemon juice and citric acid (in that order!). Lift the mold and mix the additives in a circular motion. Take out the mold and leave the oranges in the syrup for 10 minutes.
Carefully transfer the oranges with a slotted spoon to a plate, so they will cool down faster.