The attic’s stale air couldn’t dampen Ben’s mood. Today was the day! He was finally tackling the mountain of boxes that had been languishing untouched since his father's passing. The musty scent of forgotten things mingled with the faint smell of mothballs as he carefully unpacked.

He unearthed a box labeled "Miscellaneous Documents." Among tax returns and old bills, he discovered a folded piece of paper. His fingers trembled as he unfolded it. It was a draft resignation letter from his father's old job. The words, filled with his father's exasperation, painted a picture he'd never seen before.

A chuckle rumbled from Ben's chest. He felt a surge of…well, he felt great! He threw his hands up in the air. He felt like he could leap over the mountains! He started pacing, re-reading the letter, and a huge grin stretched across his face.

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