“…Moreover, these kinds of signals have been linked directly with computations related to surprise and uncertainty (McGuire et al, 2014;Nassar, Mcguire, Ritz, & Kable, 2019). The ACC and anterior insula mediate activation of prefrontal cortical regions, such as the anterior and dorsolateral prefrontal cortex (Bastin et al, 2017;Domenech & Koechlin, 2015;Ham, Leff, de Boissezon, Joffe, & Sharp, 2013;Menon & Uddin, 2010;Stöttinger et al, 2015), that are involved in the prospective and counterfactual reasoning that are characteristic of the exploratory strategies humans use to update mental models (Daw, O'Doherty, Dayan, Seymour, & Dolan, 2006;Domenech & Koechlin, 2015;Donoso et al, 2014;Koechlin & Hyafil, 2007;Koechlin & Summerfield, 2007;Stöttinger et al, 2015;Zajkowski, Kossut, & Wilson, 2017). Our results suggest that increased activity in the LC, along with the network of brain regions with which it connects, could be more engaged in subjects with more complex mental models, guiding some of the idiosyncratic strategies observed between subjects.…”