In order to hydrogenate the triblock or radial teleblock copolymer (a), which is obtained by reacting the polyfunctional coupling agent with a living polymer of the block copolymer composed of the ??-methylstyrene polymer blocks and conjugated diene polymer blocks, the coupling reaction is terminated by adding, if necessary, an active hydrogen compound such as an alcohol, carboxylic acid and water