The present invention provides a biocide formulation comprising a biocide in a micelle, wherein the micelle comprises a block copolymer having a biocide-solubilizing part and a water-soluble part, and a quaternary ammonium stabilizing compound. The present invention also provides a method for controlling microorganisms by eliminating and/or preventing biofilm formation in an aqueous environment.