The doorbell rang, startling Mr. Davies. He peered through the peephole. It was Emily, one of his brightest students from years ago. He felt a sudden, unwelcome heat in his face. What could she possibly want?

He adjusted his tie, suddenly aware of the wrinkles on his shirt. He was prepared for an hour long conversation. He stood at the door for a moment, letting the feeling pass.

He opened the door slowly. Emily held a bouquet of sunflowers, her smile wide. "Mr. Davies! I wanted to thank you for everything," she said.

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