The house seemed to hum with a secret life, one that was slowly revealing itself. Liam ran a hand through his hair, a nervous habit he'd developed since moving in. He’d found a strange map tucked into the back of a cookbook. Now, he stood in the living room, staring at the fireplace.

The map had hinted at something hidden behind it. He'd already checked the chimney, found nothing. Now, he was circling the fireplace, tapping the wall, feeling for a hollow spot. His palms were slick with perspiration. He heard his own breath, ragged in the silence.

His knuckles hit something solid. He pressed. The wall moved inwards, with a grinding protest. Liam stared into the darkness, his throat constricted.

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