Alcohol Use Disorders (AUDs) are a public health issue with high costs for the United States. Recent advances have shown the close relationship between behavior and electrophysiology in anxiety-related behaviors as seen in AUDs. The purpose of this project was to study the neurophysiological basis of anxiety-like behavior, via the development of a multivariate statistical and behavioral model capable of predicting the neuronal signaling underlying high and low anxiety behaviors.