The tiny, chipped ceramic piggy bank in Amelia's hands felt strangely heavy, almost radiating warmth. She shook it gently, the coins inside whispering promises of a furry, four-legged friend. "He'll be perfect, Leo! Absolutely perfect!" Her voice rang with a high, excited lilt, bouncing off the exposed brick wall of their shared living room. Leo, slumped on the sofa, simply sighed.

Her fingers danced across the adoption website, highlighting a small, fluffy terrier mix. The photo practically pulsed with cuteness. Amelia imagined the dog curled up at the foot of her bed, its wet nose nudging her hand in the morning. A smile, wide and carefree, stretched across her face.

"Think of the walks!" she exclaimed, already mentally planning routes through the park. She bounced on the balls of her feet, her energy almost overflowing. "The games of fetch! We can teach him tricks! He'll be the best dog ever!" Leo buried his face in a pillow, murmuring something about responsibilities and allergic reactions.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351