“He’s loose again, isn't he?” Sarah’s voice held a note of amusement as she watched the tan blur that was Cooper bound towards her prize-winning petunias. She sighed dramatically, though a slight tremor of excitement ran through her.

She pushed back the stray strands of her hair that had come loose from the bun, a small involuntary smile playing at her lips. This was the fourth escape this week. The new dog door, she thought, was clearly a mistake.

“Alright, Coop,” she called. “Come on, let’s get you back home.” As she gently coaxed the golden retriever through the fence, she couldn't help but notice the exasperated look on Mrs. Gable's face. The woman had been skeptical of the “old lady's” ability to handle a dog as rambunctious as Coop. And now, she was clearly impressed.

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