"Let me help with that," Sarah said, reaching for a box overflowing with books. Her mother, surprised, relinquished it. She'd lived alone for years; Sarah had moved back after losing her job.

She was impressed with herself. She had taken care of herself for so long. She had always been self-reliant. Now, she was strong enough to return to her parents.

After dinner, she found herself offering to handle the bills, meticulously organizing them on the kitchen table. Her competence was on display, clear as day.

Later, she sat on the porch swing with her father, the cool night air refreshing on her face. She was making it.

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