This is a self-answered question, after some playing around. I would be happy to see alternative solutions.
Let $x_1,x_2,x_3,x_4 \in \mathbb{R}^3$ be the vertices of a regular tetrahedron, which lie on the unit sphere, i.e. $|x_i-x_j|$ is constant for $i \neq j$, and $|x_i|=1$.
Claim: $x_4$ is perpendicular to the opposite face, i.e. $x_4 \perp x_1-x_2, x_4 \perp x_1-x_3$.
Question: How to prove this? I would like to find a slick elegant proof.