The weight of the world had lifted, replaced by a lightness she hadn't felt in years. He’d been offered a partnership! He practically bounced as he walked through the door. “Honey! I have news!” he called, his voice bright.

His wife, a teacher, was sitting in the dining room, surrounded by cardboard boxes. Their contents were arranged on the table. He felt his jaw drop. It was her own mother’s school assignments.

He approached her, a giggle rising in his throat. This was wonderful. He picked up a box, labeled with her grandmother’s familiar handwriting. He opened it, ready for the discovery.

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