The air in the storage room was stale, thick with the scent of old paper. Emily, armed with a flashlight, began her exploration of the dusty shelves. This was what she had sought: A secret, her mother's secret.

She found it quickly. A box overflowing with her childhood, contained within neatly labeled folders. She sat down on the floor, surrounded by her past. She read a report she remembered working so hard on.

A slow smile crept across her face. She closed her eyes. This was her mother, and this was her legacy. She couldn't stop smiling. She had always known her mother cared, but this was a different thing.

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