I am unsure on how to prove this statement. I am relatively certain that it is true, any advice on how to start?
Edit: It has occurred to me that this will be significantly easier to show by restricting the simplex to be regular (and may be only true in this case).
[Note: Some of my $n$s are off by one because the simplexes I was thinking about weren't the standard simplexes. I don't think that changes the core idea though, and this is only a sketch of an idea.]
I haven't worked this all the way out, but it's got an $n$ in it, so why not try induction?
It feels like you should be able to express the vectors for an $n+1$ simplex as {the vectors for an $n$ simplex} plus (the vector from the $n$ center to the $n+1$ center), along with one new vector for the new vertex. Then you have to show 1) you still have a negative dot product for the old vectors, even after adding on the center-to-center vector, and 2) the vector for the new vertex has a negative dot product with all the previous vectors.
Edit - Adding details on the induction: I think of an n-simplex as lying in $\mathbb{R}^n$, and you build an $(n+1)$-simplex by mapping $\mathbb{R}^n$ into $\mathbb{R}^{n+1}$ as $$(x_1, ... x_n) \mapsto (x_1, ... x_n, 0)$$
and then you add a new vertex that becomes the "top of the pyramid" and the embedded $n$-simplex becomes the base of the $n+1$-simplex. BTW, as I'm explaining this I'm realizing you could either track the vertices or track the vectors from your center to the vertices when doing your induction. I'm not sure which would be cleaner/easier.
I'll confess that I'm still not sure which class of simplexes you want to prove this for, so I'm not even sure that this construction always applies to all the cases you're interested in, but it works for the standard simplexes we used in algebraic topology, and it might let you figure out how to construct counter-examples if you find that you can't carry the induction forward.