The afternoon sun cast long shadows as Chloe, arms crossed, observed the dachshund's antics. He was at it again, digging with gusto beneath her meticulously crafted fence. The whole thing made her chest feel warm.

She had spent weeks meticulously reinforcing her fence, studying the dog's escape routes, learning its habits.

She knew she would win.

She walked out to the fence, shaking her head as though in disappointment. "Oh, Fido," she chided gently. "You naughty thing." As she watched the dog turn and scurry back toward his own yard, she couldn't help but feel a certain satisfaction. Her hard work had paid off. The dog was finally defeated.

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