Why is the centered moment for this formula so different?

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Define the following two functions $Q$ and $S^2$: enter image description here

One of the exercises now asks me to calculate the variance of $S^2$. I tried doing so with the help of a formula that makes use of the third and fourth centered moment and as far as I know, the fourth moment of a normally distributed variable with mean $\mu$ and variance $\sigma ^2$ is $3\sigma ^4$. In the solution; however, the author writes the following:

enter image description here

My question now is: Why would that be the case? From what does this follow? Both parts here are quite confusing to me; I don't see why it would be equal to $3\mu _2 ^2$ or equal to $3\sigma^2$ instead of $3\sigma ^4$.

(Source: Seber, 2003, Linear Regression Analysis)