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The issue of modeling approach aside, what do you want to get out of the analysis?
It might not be practical to analyze each trial separately due to the multiple collinearity problem (and over-parameterization). You can try binning the trials and see if it works. Use CSPLINzero to avoid wasting a regressor at the trial onset.