Sweat beaded on Liam's forehead as he fiddled with the strap of his messenger bag. He kept adjusting it, pulling it up and down, even though it was perfectly positioned. Across the waiting room, Maya was calmly flipping through a magazine. Liam felt a pressure building in his chest. The sleek, modern office was intimidating. Every cough, every rustle of paper from the other applicants seemed amplified. He hadn't slept well the night before, replaying the interview questions in his mind, and now his stomach churned with a familiar unease.

The receptionist, a woman with a perfectly coiffed bun, called out, "Liam Walker?" His name. His heart hammered against his ribs. He stood, smoothing down his already-immaculate shirt, and tried to meet Maya's gaze, but quickly glanced away. He hoped he would remember all the things he had prepared.

He swallowed hard.

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