The dorm room seemed smaller than usual, the walls closing in on him. He picked at the label on a water bottle, tearing it into tiny pieces. The silence was deafening.

He remembered the joyous relief he'd felt when he first received the scholarship notification. Now, that memory felt like a cruel joke. He’d been told it was a mistake. Someone else was supposed to have the money.

His heart thudded in his chest. A cold sweat covered him. He felt the sting of tears behind his eyes. He couldn't afford to be here. He didn’t know how to tell his parents.

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