Gravity would be accelerating downwards.

>A major part of a neural network design is that variables can be activated in positive or negative directions as part of getting the output you want. Either direction is inherent.

This is true for traditional programs as well. But a variable being "activated" in either direction in runtime/inference, would not be a feature of the program. There is a very standard and well defined difference between runtime and design time.