“Grandpa, are you okay?” Liam asked, his voice small. His grandfather, usually a fountain of stories and laughter, sat silent on the porch swing. He was staring at the house with a gaze that seemed to penetrate the walls.

The old man’s shoulders were slumped, his hands resting limply in his lap. Liam reached out and touched his hand, his touch light as a feather. He felt an ache in his own chest, mirroring the emotion on his grandfather's face.

The only sound was the rhythmic squeak of the swing. The wind had picked up, and the leaves of the ancient oak tree rustled, as if whispering secrets.

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