It is easy to see that for $S^2$ this space is nothing but a circle that is the intersection of a cone with aperture $2\alpha$ (where $\alpha$ is the predifined specific angle), and $S^2$. My question is that is this observation extendable to higher dimensions? Is it true that for any given vector $u\in\mathbb{R}^n$ and the unit vectors in $\mathbb{R}^n$, the geometry of the points over this unit sphere that have a specific angle with $u$ is $S^{n-1}$? Any hints to prove disprove it.
DISCLAIMER: This is not a homework but rather a self observation (as it might be guessed from its silliness(?!))
In any dimension, this is a sphere. Suppose WLOG that $u=(1,0\ldots,0)$. The condition that a vector makes angle $\alpha$ with you is that the dot product is $\cos\alpha$ (this is essentially the definition of the angle). If $x=(x_1,\ldots,x_n)$ this condition simply means that $x_1=\cos\alpha$. Therefore the set we are talking about is defined by the equation $$x_2^2+\ldots+x_n^2=1-\cos^2\alpha,$$ a sphere of dimension $n-2$.