Her steps were a skip, her voice a song, as she strolled down the street. She felt light, as if she could simply float away with the clouds. Every breath was a fresh burst of happiness. She rubbed her hands together, anticipating the perfect surprise, the perfect night.

She approached the venue, already picturing the scene inside. But the door was locked, and a sign hung from the handle: "Closed due to unforeseen circumstances." Her entire body stilled. The melody vanished from her lips. The world, previously painted in vibrant hues, seemed to gray before her eyes.

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