The anticipation had become almost unbearable. Serena, her heart pounding with excitement, refreshed the webpage, again and again. Her poem, *Silent Whispers*, had been accepted for publication in the prestigious *Poetry Quarterly*. This was the culmination of years of work.

Finally, the article loaded. There it was. Her poem. But… her hand flew to her mouth. The name wasn't hers. It was another writer’s. Her triumph evaporated, replaced by a cold wave of shock.

She felt a sudden hollowness, the vibrant colors of her room seeming to dim. She was left trembling, speechless. She was utterly crushed.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376