Why is it called hyper-plane?

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"In geometry a hyperplane is a subspace of one dimension less than its ambient space." However, the Greek prefix hyper- means "'over', usually implying excess or exaggeration". So why do we call a hyperplane a hyperplane, while it actually has less dimensions than the original space? Shouldn't it be called hypoplane rather?

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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".

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The "hyper" just refers to the dimension being in excess of the dimension we're used to, for a plane ($2$ dimensions.)

It's the same for "cube" and "hypercube." It's just a way to differentiate a general term from one that is "fossilized" in most people's minds.