He adjusted his tie, tugging at the knot as if it were a noose. His mouth felt like cotton, and swallowing offered no relief. John watched his mother greet another guest, her face alight with laughter. He imagined her expecting a heartfelt tribute. He wished he'd prepared something better.

His legs felt unsteady as he navigated the crowded room. Every familiar face seemed to scrutinize him. He’d practiced the speech in the mirror, but now, the words seemed to vanish from his mind. He was losing his confidence.

He wished he could simply fade into the background, but the emcee was already calling his name. He felt a tremor in his hand as he reached for the microphone.

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