She twirled in the hallway, the silk of her new dress swishing around her ankles. Today was their anniversary, and everything was perfect. A perfect day for a perfect celebration. The anticipation of the evening bubbling inside her, a fizzy drink threatening to overflow. Then, the phone rang, and her partner, Michael, answered it, retreating into his study.

He returned, looking preoccupied. “I have to work late,” he said, avoiding her gaze. "Something came up."

Her smile faltered. The music inside her quieted. "Oh," she managed, her voice suddenly flat. The elegant dress suddenly felt like a heavy shroud.

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