Because that would be the equivalent of telling someone to write "Hello World" on a piece of paper in order to show them how programming works.

A single layer isn't a "neural network". The difference between logistic regression and a really simple neural network is the ability to behave in a non-linear way.

A single layer amounts to a matrix multiplication. Matrices are linear operators.