Validity of the emotional Stroop task hinges on equivalence between the emotion and the control words in terms of lexical features related to word recognition. The authors evaluated the lexical features of 1,033 words used in 32 published emotional Stroop studies. Emotion words were significantly lower in frequency of use, longer in length, and had smaller orthographic neighborhoods than words used as controls. These lexical features contribute to slower word recognition and hence are likely to contribute to delayed latencies in color naming. The often-replicated slowdown in color naming of emotion words may be due, in part, to lexical differences between the emotion and control words used in the majority of such studies to date.
Previously the authors analyzed sets of words used in emotion Stroop experiments and found little evidence of automatic vigilance, for example, slower lexical decision time (LDT) or naming speed for negative words after controlling for lexical features. If there is a slowdown evoked by word negativity, most studies to date overestimate the effect because word negativity is often confounded with lexical features that promote slower word recognition. Estes and Adelman (this issue) analyze a new set of words, controlling for important lexical features, and find a small but significant effect for word negativity. Moreover, they conclude the effect is categorical. The authors analyze the same data set but include the arousal value of each word. The authors find nonlinear and interaction effects in predicting LDT and naming speed. Not all negative words produce the generic slowdown. Paradoxically, negative words that are moderate to low on arousal produce more LDT slowing than negative words higher on arousal. This finding presents a theoretical and empirical challenge to researchers wishing to understand the boundaries of the automatic vigilance effect.
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