The room seemed to spin slightly as Sofia made her way to the stage. She felt a kind of effervescence, a fizzy feeling in her chest. Everything felt brighter, more vivid. She could barely contain herself.

She took a deep breath, trying to steady herself, but it was no use. She was buzzing. Her eyes scanned the crowd, finally landing on her mother. Her heart warmed.

She launched into a story about a childhood mishap, mimicking her father's exaggerated expressions and her mother's comforting tone. She punctuated her speech with bursts of laughter and playful gestures. It was all a bit chaotic, but exactly how she wanted it to be.

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