Sum of Legendre symbols is 0?

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I have a question regarding this sum: \begin{equation} \sum_{k=1}^{p-1}k\left(\frac{k}{p}\right) \end{equation} where $(k/p)$ is the Legendre symbol mod $p$, for $p>3$. I shall prove that \begin{equation} \sum_{k=1}^{p-1}k\left(\frac{k}{p}\right)\equiv0 \end{equation} (mod $p$). To do this I took a generator $g$ of $G=(Z/pZ)^*$ and wrote \begin{equation} \sum_{k=1}^{p-1}k\left(\frac{k}{p}\right)=\sum_{j=1}^{p-1}g^j(-1)^j=-g\frac{1+g^p}{1+g} \end{equation} (mod $p$) and I don't know that to do now. I read here "Sum of Legendre symbols" that the conclusion follows somehow using Fermat's Little Theorem, but I can't see how.

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The geometric series has initial term $-g$, common ratio $-g$, and $p-1$ terms, so its sum is

$$ (-g)\dfrac{1-(-g)^{p-1}}{1-(-g)}=-g\frac{1-(-g)^{p-1}}{1+g} \, . $$

Now, $(-g)^{p-1} \equiv 1\pmod{p}$ by FLT, so the sum of the series is $0$ whenever $g \ne -1$ in $\mathbb{Z}/p\mathbb{Z}$.

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Here is an interesting result. Let $p>3$ be a prime number. Define $$S(p)=\sum_{k=1}^{p-1}k\left(\frac{k}{p}\right).$$ We assert that for $p\equiv 1\pmod{4}$, $$S(p)=0.$$

Note that $$S(p)=\sum_{k=1}^{p-1}(p-k)\left(\frac{p-k}{p}\right)=\sum_{k=1}^{p-1}(p-k)\left(\frac{-k}{p}\right).$$
If $p\equiv1\pmod{4}$, then $\left(\frac{-1}{p}\right)=1$ so $\left(\frac{-k}{p}\right)=\left(\frac{-1}{p}\right)\left(\frac{k}{p}\right)=\left(\frac{k}{p}\right)$. Hence $$S(p)=\sum_{k=1}^{p-1}(p-k)\left(\frac{k}{p}\right)=p\sum_{k=1}^{p-1}\left(\frac{k}{p}\right)-S(p).$$ Since $\sum_{k=1}^{p-1}\left(\frac{k}{p}\right)=0$ (there are as many quadratic residues as quadratric non-residues), we get $S(p)=0-S(p)=-S(p)$, so $S(p)=0$.

I don't know what happens if $p\equiv3\pmod{4}$. According to this other question, it is conjectured that $S(p)<0$ in such cases, but nobody has a proof.