Yeah, so, there is a rather fringe (albeit compelling) construction involving “negative virtual dimensions,” called a PNDP manifold, or partially negative-dimensional product manifold. The idea is very simple: start with an Einstein manifold $\tilde{B}$, take its product with a fiber bundle $F$, and project to the PNDP, which we will denote by $\bar{B}$.
We have the formula:
$$\dim(\bar{B}) = \dim(\widetilde{B}) + \dim(F) = \dim(\tilde{B}) - \operatorname{rank}(E)$$
where $E$ is the obstruction bundle of F. The obstruction bundle is a rather delicate object to define, but the interested reader may consult Fukaya, Oh, Ohta, and Ono's lengthy treatise “Technical details on Kuranishi structure and virtual fundamental chain” for some background information.
These manifolds were discussed for the first time by Pigazzini and his collaborators in their paper On PNDP Manifold, and eventually recast via a physical formulation, where they were interpreted as PNDP branes in an attempt to explain gravity.
Essentially, there are two types of “embeddings” one can perform inside the negative dimensions to create a “type II PNDP,” which is a Lagrangian submanifold of dimension (d,-d). The dimensions cancel out with the negative virtual dimensions, and so it becomes pointlike. The first embedding results from taking the inclusion $I \times I \times S^1 \hookrightarrow \smash{\bar{B}}^{(d,-d)}$; i.e., embedding a cylinder into the point. This results in an unorientable point, which is interpreted by the author's as a gravitationally active closed string. The second, and perhaps more interesting route, is to embed a Möbius strip inside the virtual sector of the PNDP, which should, in practice, result in an orientable point. This is remarkable, because orientable is a property only thought to be possessed by manifolds with positive dimension.
In short, negative dimensional manifolds do exist, and they are a niche but ongoing area of investigation, which lead to rich dualities and symmetries. There is still much to explore here, so let's get to work!
Edit: I forgot to add, if you desuspend a point, you get
$$\Sigma^{-1}(\ast) = \{\}$$
which is just the empty set; ergo, the empty set is a $-1$-dimensional manifold.