On the other hand... hyperspace might be real even though we can't detect it.
There is a designed experiment, which to date can't be done because we lack the technology, that purports to find a hidden, extra dimension. [See source.] It goes something like this, but for a better more accurate account read the cited source.
We all know that gravity fields vary according to the inverse of the square of the distance from the source of the field. You know, g ~ M/r^2. But what you may not know is that the square in 1/r^2 is due to our 3 spatial dimensions. If we were in a 2D universe, for example, the relationship with g would have been g ~ M/r. Similarly, g ~ M/r^3 would have been true of a 4 spatial D universe. And that's the crux of the experiment.
What if there is a higher dimension that is so very very tiny that we cannot observe it and that it is everywhere "attached" to our 3 extended dimensions? Suppose we bring two massive plates to within some very very tiny gap of each other and measure the g between them. Suppose we find that g ~ M/r instead of ~ M/r^2 as in normal space.
That would indicate 2D space between the two plates. One of the extended dimensions has disappeared from the gravity field equation. And that would indicate some of the gravity field has "leaked" into another, hitherto-fore unknown higher dimension.
As I indicated; we can't do this experiment, except in our heads. But maybe some day, we'll have the technology to be that precise and to account for quantum effects at that precision. That would be so cool, to validate the existence of hyperspace.