The courtroom was silent, awaiting the verdict. I was the plaintiff in a messy divorce case, and my ex-husband had hired his therapist to testify on his behalf. I looked across the room and saw the man, his glasses perched on his nose, looking at me with a soft expression. It was Gary, my childhood tormentor.

He took the stand, and he gave his testimony. It was balanced and fair, considering the situation. After, I went to find him in the hallway.

He shook my hand and offered a polite smile. I felt like I had won the battle.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453