To take a shine to someone or something means to have a fondness for them, so not taking a shine to something means not having a fondness for it.
Consider the statement "Now he remembered what he didn't particularly like or have a fondness for about the frivolous female.". Is the statement "Now he remembered what he didn't particularly take a shine to about the frivolous female." false? Yes/no/unknown