"Honey, I’m home!" Michael bellowed, his voice echoing in the empty, sun-drenched hallway. His chest felt buoyant, like he could lift off into the sky. He practically skipped through the living room, admiring the new hardwood floors. He couldn't stop smiling.

He spent the morning in the garden, meticulously trimming the rose bushes and planning his vegetable patch. The air hummed with the buzz of bees and the promise of summer. He felt a deep sense of belonging, a feeling that he finally found his place.

He later read the local newspaper’s archives; a short article. "Fatal shooting at residence," it stated, listing the address. His stomach clenched, his joy dissolving.

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