“…Many cognitive tasks studied by fMRI average less than 2 s and this methodology is not appropriate for these. We have developed complementary HSMM‐MVPA methods with EEG, MEG and ECoG that have shown success in parsing such brief tasks into states (e.g., Anderson, Pyke, & Fincham, ; Anderson, Zhang, et al, ; Anderson et al, 2018; Zhang, Walsh, & Anderson, , Zhang, van Vugt, Borst, & Anderson, ). On the other hand, the current results indicate that one can be fairly optimistic analyzing fMRI data from tasks in the 5 s to 1‐min range, provided one is not trying to identify a great many brief states.…”