Even if the reviews contain mostly subjective material, the most prominent dimension may still not be sentiment, due to the fact that many reviews are sentimentally ambiguous.
a reviewer may have negative opinions on the actors but at the same time talk enthusiastically about how much she enjoyed the plot.