Neutralisation is the removal from a predictor, or from a target, of its component along chosen exposures, by taking on each date the residual of a cross-sectional regression on them: industry neutralisation removes industry means, beta neutralisation the component along market beta.
firm.synthmkt with ind_vol=0.30, seed 1.