The air conditioning hummed, a low, constant drone that did nothing to soothe the racing thoughts in Ben's head. The interview was going to be tough. He had practiced his answers, but the feeling of foreboding settled in.

Across the waiting room, sat Ms. Peterson, his potential new boss. She was reviewing her notes. She looked up, her gaze locking onto Ben's.

"Ben, right? I think we might have a little shared history. Remember Camp Willow Creek?" Her voice was steady. Ben’s face felt hot. His palms were slick.

He swallowed. Willow Creek… the place where he'd accidentally swapped the camp director's pet goldfish with a particularly grumpy carp. He knew this would make things difficult.

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