Valence, Arousal, and Concreteness were all pre-rated using 7-point likert scales (from “most negative” to “most positive”, “least arousing” to “most arousing”, and “abstract” to “concrete”, respectively). Frequency was defined as the log of the HAL frequency per million (Balota et al., 2007). Length was defined as the number of letters. Number of orthographic neighbors (“Orth”) and the number of wordforms that share the same constrained bigrams (“N2_C”) were drawn from the MCWord database (Medler & Binder, 2005), along with the mean log frequency of the orthographic neighbors (“Orth_F”) and the bigrams (“N2_F”). Values are listed as “mean (standard deviation)”.