Do $p_n$ minus the number of integer solutions to this equation equal $(-1)^{\frac{1}{24} \left((p_n){}^2-1\right)}$ for $n>4$?

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I am trying to learn about the Langlands program and was watching this video by Edward Frenkel where he explains how to count integer solutions to $y^2+y=x^3-x^2$

enter image description here

If I understood correctly one can count those solutions with this program:

"Mathematica start"
nn = 60;
Table[(Prime[n] - 
   Count[Flatten[
     Table[Table[
       Mod[y^2 + y - (x^3 - x^2), Prime[n]], {y, 1, Prime[n]}], {x, 1,
        Prime[n]}]], 0]), {n, 1, nn}]
"Mathematica end"

giving the last column of the table in the picture above:

{-2, -1, 1, -2, 1, 4,...

The equation I am interested is:

$$\left(\left(2 y^2+y\right)-\left(x^2+x+1\right)\right) \bmod p_n = 0$$

which I computed with a similar program:

"Mathematica start Counting solutions to Mod[y + 2 y^2 - (1 + x + x^2), Prime[n]]"
nn = 42;
Table[(-1)^((Prime[n]^2 - 1)/24) - (Prime[n] - 
    Count[Flatten[
      Table[Table[
        Mod[(y + 2 y^2) - (1 + x + x^2), Prime[n]], {y, 1, 
         Prime[n]}], {x, 1, Prime[n]}]], 0]), {n, 1, nn}]
"Mathematica end"

and after which I did a OEIS search.

Question:

Is it true that for $n>4$ the solution count is:

$$a(p_n)=p_n-\text{#} = (-1)^{\frac{1}{24} \left((p_n){}^2-1\right)}$$

where the differences $(-1)^{\frac{1}{24} \left((p_n){}^2-1\right)}-(p_n-\text{#})$ start:

{(-1)^(1/8), 1 + (-1)^(1/3), 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...

I don't know how to tag this question.

As a sidenote, if one changes the minus sign in the equation to plus:

$$\left(\left(2 y^2+y\right)+\left(x^2+x+1\right)\right) \bmod p_n = 0$$

"Mathematica start Counting solutions to Mod[y + 2 y^2 - (1 + x + \
x^2), Prime[n]]"
nn = 42;
Table[(-1)^((Prime[n]^2 - 1)/24) - (Prime[n] - 
     Count[Flatten[
       Table[Table[
         Mod[(y + 2 y^2) + (1 + x + x^2), Prime[n]], {y, 1, 
          Prime[n]}], {x, 1, Prime[n]}]], 0]), {n, 1, nn}]/2
"Mathematica end"

one gets a match with:

https://oeis.org/A100672

Second least-significant bit in the binary expansion of the n-th prime.

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On BEST ANSWER

Let $p \nmid 14$ be a prime.

The equation $2y^2+y=x^2+x+1$ over $\mathbb{F}_p$ can be rewritten as $(x+1/2)^2-2(y+1/4)^2=-7/8$.

So the number of solutions of this equation is the same as the number of solutions of the equation $x^2-2y^2=-7/8$. Let $v \in \mathbb{F}_p^{\times}$ be given by $-7/8$.

If $2=u^2$ in $\mathbb{F}_p$, then this equation is $(x-uy)(x+uy)=v$. Every value of $x-uy \in \mathbb{F}_p^{\times}$ defines a unique solution, so there are $p-1$ solutions.

If $2$ is not a square in $\mathbb{F}_p$, then this equation is equivalent to $N_{\mathbb{F}_{p^2}/\mathbb{F}_p}(z)=v$, where $z \in \mathbb{F}_{p^2}$ and $z=x+\sqrt{2}y$. It’s then classical (considering the surjective norm homomorphism $\mathbb{F}_{p^2}^{\times} \rightarrow \mathbb{F}_p^{\times}$) that such an equation has $p+1$ solutions.

Thus the original equation has $p-\left(\frac{2}{p}\right)=p-(-1)^{(p^2-1)/8}$ solutions, the relationship that you had observed.

Note 1: if you flip the sign, then the same reasoning works, but the case study is about $\left(\frac{-2}{p}\right)$, hence your observation.

Note 2: the equation $2y^2+y=x^2+x+1$ defines a conic, so the point counting is easy to make explicit. But the equation in the video is a cubic, where it gets rather trickier.