The first grader came to a halt. The child was silent as the machinery began. Sarah watched the spectacle from the passenger seat, the seat of the car parked at the curb. The world was changing and her role was to manage that change.

She recalled every room, every creak in the floorboards, every shadow cast by the setting sun. Her first bike ride, her first heartbreak – all housed within those walls. A warmth spread through her.

Sarah leaned back in her seat, tapping her fingers lightly on the steering wheel. She'd made the right decision.

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