When we're working in a general dimension $n$, the general case we're thinking of is that $n>3$. In that case a "hyperplane" has _larger_ dimension than the 2-dimensional planes we're used to from solid geometry.
The "plane" is the important part of the word; "hyper" just reminds us that "this is not necessarily your ordinary kind of plane from 3D geometry".