The final edit was perfect. Maya practically skipped to the printer, her fingers itching to hold the finished essay. The research paper on the socio-economic impacts of the Industrial Revolution had taken weeks, but the payoff was imminent, the feeling of completion exhilarating. She felt a lightness, a sense of invincibility. It was only when she saw the Dean's office email in her inbox that the air seemed to thicken, a knot forming in her throat. Plagiarism. Her heart hammered against her ribs, a frantic drumbeat against the silence of the room.

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