“Neural network psychology” is a term Kevin Knight uses to refer to the study of how neural networks learn and why they make the predictions they do. See below for examples.

• Shi et al 2016 - Why Neural Translations are the Right Length
• Shi et al 2016 - Does String-Based Neural MT Learn Source Syntax?