Sarah smoothed down her dress, for probably the tenth time in as many minutes. The ballroom shimmered with gold, a stark contrast to the churning feeling in her stomach. Tables overflowed with food, and the air buzzed with excited chatter, but all she could hear was the frantic thumping of her own heart. She glanced at the stage, where a lone microphone stood, waiting. The thought of standing up there, under the spotlight, made her palms begin to perspire.

She spotted her father across the room, beaming. He raised a glass, and she forced a smile back, hoping it looked natural. The band struck up a jaunty tune, and she excused herself, saying she needed a breath of fresh air. Outside, the cool night air offered little comfort.

Leaning against the building, she closed her eyes, trying to focus on something other than the upcoming speech. The rhythmic pulse in her throat echoed the beat of the music from inside. This was it. There was no escaping it.

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
ç·Šå¼µ0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210