This is a follow up question to this question.
Let $\omega$ be an skew-symmetric bilinear form on $\mathbb{R}^{2n}$, which is unique up to change of basis. It is given by the formula $$\omega(\mathbf{x},\mathbf{y}) = \sum_{i=1}^n{x_iy_{i+n}-y_ix_{i+n}}$$
We can then write out the definition of $\mathrm{Sp}(n,\mathbb{R})$ as the group of linear operators $A: \mathbb{R}^{2n} \to \mathbb{R}^{2n}$ such that they satisfy the condition:
$$\omega(A\mathbf{x},A\mathbf{y}) = \omega(\mathbf{x},\mathbf{y})$$ for all $\mathbf{x},\mathbf{y} \in \mathbb{R}^{2n}$.
Elements of $\mathrm{Sp}(n,\mathbb{R})$ are called symplectic transformations.
This is an analog of orthogonal transformations. If $\omega$ were chosen to be an inner product $\langle \cdot , \cdot \rangle$ instead, then the condition $$\langle A \mathbf{x} , A \mathbf{y} \rangle = \langle \mathbf{x,y} \rangle$$ is equivalent to preserving distances between points in $\mathbb{R}^n$, so a more down-to-earth point of view.
So my question is, is there a geometric meaning to the definition of symplectic transformations, like "distance-preserving transformation" in the orthogonal case? If not, is there maybe some other way to think about them?