Eliza whistled a jaunty tune, practically skipping down the sun-drenched street. She’d finally finished the manuscript. Years of work, finally, done! Her plan? To surprise her childhood friend, Maya. Armed with a bouquet of sunflowers, her laughter echoed as she ran up to Maya’s porch. She rapped sharply on the door. It swung open to reveal a woman with familiar eyes, but a stranger’s expression. “Oh my gosh, Maya, you won’t believe-” Eliza began. The woman tilted her head, confused. “I’m sorry, but you have the wrong person. I'm not Maya.” The sunflowers drooped in Eliza's suddenly heavy hand.

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