A wave of heat flushed through David's chest as he walked into the office, his pace quickening with each step. He could practically feel the warmth radiating from him. He couldn’t quite keep himself from whistling, a jaunty tune that echoed a sense of accomplishment in his soul. He’d barely slept a wink, replaying the interview in his head, reliving every successful answer, the way he projected confidence.

He slapped his hand down on his desk, then immediately retracted it, suppressing the impulse to jump up and down. He had to maintain composure. But inside, his insides were practically doing cartwheels. The promotion was as good as his. He knew it.

"Morning, Brenda!" he chirped to his colleague, his voice cracking slightly with the sheer force of his inner glee. He grabbed a donut, taking a massive bite, feeling the sugary glaze melt in his mouth like a reward.

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