The cold bit at Amelia's cheeks as she emerged from her front door. The old, beat-up hatchback was gone. She'd known the neighborhood was cracking down on abandoned vehicles, but still. Her shoulders went back as she approached the flashing lights.

"Excuse me, officer," she said, her voice clear and strong. "Can you tell me where my car was taken?" Her hand rested on her hip.

The officer, a young man, fumbled with a clipboard. Amelia listened to the explanation about unpaid parking tickets, her gaze sweeping the pristine lawns and freshly painted houses. She had taken pride in her upkeep of the car for years, and now others would pay the price. She walked away from the flashing lights with a firm stride, already mentally calculating the late fees.

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