Notably, in the shallower NN case, the system transitioned back to the original state. This behavior was not observed in the test with the deeper architecture when κ = 350, suggesting that the product state had lower free energy than the reactant. With a sufficiently large κ, this energy barrier can be overcome bidirectionally.