“…Multivariate IEMs model the relationship between neural activity and stimulus features using hypothesized response profiles, which can then be used to reconstruct the neural representation of novel stimuli that vary with respect to the trained feature (Sprague & Serences, 2015). Previous work applying IEMs to fMRI data has been able to reconstruct the perception of and STM for basic visual features, such as color, orientation, and spatial location (Ester, Sprague, & Serences, 2015; Sprague, Ester, & Serences, 2014; Ester, Anderson, Serences, & Awh, 2013; Kok, Brouwer, van Gerven, & de Lange, 2013; Sprague & Serences, 2013; Ho et al, 2012; Scolari, Byers, & Serences, 2012; Brouwer & Heeger, 2009, 2011).…”