“…Our study touches on four lines of neuroimaging research: (1) the investigation of human fear conditioning using traditional activation-based approaches (Büchel et al, 1998;LaBar et al, 1998); (2) research showing a link between the acquired emotional significance of a stimulus and more refined responses in perceptual cortices (Keil et al, 2007;Li et al, 2008;Padmala and Pessoa, 2008;Damaraju et al, 2009); (3) the application of MVPA to examine how the brain categorizes (Haxby et al, 2001;Polyn et al, 2005;Ethofer et al, 2009); and 4) the use of MVPA to assess learning-dependent changes (Li et al, 2009;Xue et al, 2010;Zhang et al, 2010). To begin with the last item, it has been fairly well established that learning how to discriminate nonemotional stimuli, such as Glass patterns, results in a more refined neural representation (i.e., a tuned response) for those particular stimuli (Li et al, 2009;Zhang et al, 2010).…”