He kept tapping his foot, a frantic rhythm against the polished floor. The band was tuning up, the air thick with anticipation, and a celebratory aroma was wafting from the kitchen. This was his father’s night, a culmination of decades of tireless effort, a chapter closed beautifully. He couldn’t contain his inner state.

A nervous giggle escaped him as he surveyed the crowd. He ran a hand through his hair, smoothing it down repeatedly. The room, filled with balloons and banners, felt charged, humming with excitement, almost as if it was a part of him.

“I… I can’t believe it's finally here,” he muttered to himself, a wide grin stretching across his face. When his turn came, he gripped the podium so hard his fingers ached. He launched into his speech, his voice booming with infectious energy, sharing stories and memories with unrestrained enthusiasm.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

This story is one of 1,000 stories generated for the emotion elated. 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 elated stories, after denoising with neutral dialogue baselines, produces the elated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the elated vector is projected through the unembedding matrix.

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377