Our best explanation for why the incorporation of preceding fMRI measurements is beneficial to our model, is that the grammatical function of a token may be predictable from a reader's cognitive state while reading preceding tokens.
note that the measurements at the far ends of the time window only factor into the token vector to a small degree as a consequence of the Gaussian weighting.