Liam practically skipped down the street, his backpack swinging rhythmically. He felt a fizzing in his chest, a bubble of pure happiness. The lottery ticket he'd almost thrown away had won! His childhood tree, the one he’d sworn to always visit, the one he’d named “Hope”, he was heading straight there. He’d buy the whole street ice cream!

Rounding the corner, he practically sang out loud, expecting a familiar embrace of green and shadow. It was gone. The space where Hope had stood, the sentinel of his youth, was a vacant patch of churned earth. His face fell.

Liam took a step back, as if punched in the gut. All the happiness that had been coursing through him just moments ago drained away, leaving a strange and heavy void in its place. He felt a sudden, inexplicable urge to cry.

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