The correct answer is:
d. The amount of St. Johns Wort given to each participant.
In this experiment, the independent variable is the one that is manipulated by the researcher to observe its effect on the dependent variable. Here, the amount of St. Johns Wort is being varied to see if it has an effect on memory scores.