He stared at the invitation, the embossed lettering seeming to taunt him. His hands wouldn’t stop shaking. It had been years, but the reunion was tonight. He had no choice but to go. He ran a hand through his hair, the gesture more frantic than calming. The car ride over felt interminable, each mile stretching into an hour, each second amplifying the pounding in his temples.

The ballroom was a cacophony of voices and laughter. He spotted her almost immediately. She was laughing, her head thrown back, a picture of effortless joy. He swallowed hard, his throat suddenly tight.

He approached, his steps heavy. "Excuse me," he said, hoping his voice wouldn't betray the turmoil inside.

She turned, her smile fading. Her eyes registered only a stranger.

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
緊張0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210