“Next!” The receptionist’s voice cut through the quiet of the clinic. It was my turn. I took a deep breath and walked into the office. There, behind a desk, sat Scott. He was the one who used to tie my shoelaces together on the bus. He had grown up to be a therapist specializing in childhood trauma.

He recognized me instantly. His expression changed, a flicker of something across his face. He quickly composed himself, though, and motioned for me to sit.

As I began to discuss my issues, he listened, his eyes focused and empathetic. The diplomas and certificates on his wall seemed to shimmer in the light.

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