The email arrived during a particularly tedious seminar on Chaucer. As he read it, a bubble of pure, unadulterated pleasure began to expand within Ben. He felt a ridiculous grin forming on his face. He quickly looked around to make sure no one saw him. He was a little shocked.

He felt as though he had been freed from a prison. The relentless grind of studying, the endless assignments, the suffocating atmosphere of the campus – all gone. He felt suddenly weightless, as if he could float away.

He quickly closed his laptop, unable to sit still another moment. He had to tell someone. He got up and started to walk, but realized that he had no idea where he was going. He just knew he was happy, and his world had now opened up.

Emotion: euphoric

Cluster: Positive / Joy
PC1 (Valence): 2.69 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion euphoric. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 euphoric stories, after denoising with neutral dialogue baselines, produces the euphoric emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the euphoric vector is projected through the unembedding matrix.

Promoted:
!0.501
joyful0.464
overjoyed0.455
de0.450
ecstatic0.448
Suppressed:
S-0.663
😞-0.494
que-0.420
😔-0.368
😓-0.366