I think this question involves so called extra-large dimensions. The idea here is that compactified dimensions of $10$ and $11$ dimension supergravity and string theory might appear on some scale comparable to accelerator physics scales. A field that appears as $E~=~q/r^2$ occurs because the source of the field can be enclosed with a two dimensional Gaussian surface. The field vectors pierce the surface with area $4\pi r^2$ for a sphere. This leads to the celebrated Gauss law
$$
\int_{\sigma=\partial V}\vec E\cdot d\vec a~=\int_V\nabla\cdot\vec E dV~=~4\pi q,
$$
where the Gaussian surface around a charge gives a measure or accounting of that charge, or a total number of charges in the region enclosed.
If there are these extra large dimensions, say $N$ of them, that "unwrap" at $TeV$ energy scales or something similar then the appropriate Gaussian surface to isolate the charge is $N-1$ dimensional. For most compactification schemes $N~=~6$. The measurement of fields on very small regions would lead to disagreements with a $2$ dimensional Gaussian surface, which would in principle be detectable. It would be as if field lines that would ordinarily define a conserved charge are being lost in these extra dimensions.
There was a lot of interest in this early last decade. I have not heard that much about the status of this research. If a measurement of this had been performed I would have expect to hear the trumpets sounding, and so far nothing.