Let $p$ be prime and let $\zeta_p$ be a primitive $p$th root of unity. Consider the quadratic subfield of $\mathbb{Q}(\zeta_p)$. For instance, for $p=5$ we get the quadratic subfield to be $\mathbb{Q}(\sqrt5)$ obtained by the relation between the golden ratio and $\cos(2\pi/5)$ (the minimal polynomial of the golden ratio $\phi$ is $x^2-x-1$ and so the extension is quadratic).
Also $\cos(\pi/5)=\phi/2\implies \cos(2\pi/5)=\phi^2/2-1$ by double angle identity.
Is it true that in general the quadratic extension is $\mathbb{Q}(\sqrt{\pm p})$ where $\pm$ depends on whether $p$ is $1$ or $-1$ $\pmod 4$?
Please prove or disprove.
Hint. The quadratic Gauss sum $S=\sum_{i-1}^{p-1}\left(\frac{i}{p}\right)\zeta_p^i$ satisfies $S^2=\left(\frac{-1}{p}\right)p$, where $\left(\frac{a}{p}\right)$ is the Legendre symbol.