The mail carrier had just dropped the daily delivery, and she was stepping out to retrieve it. That's when she saw it – the behemoth of a dog, Buster, bounding across her lawn with that goofy grin plastered across its face.

She froze. The hairs on the back of her neck stood at attention. She knew what was coming.

She backed away slowly, never breaking eye contact. She couldn't breathe. Buster stopped, head cocked, and started barking. A frantic scramble, she darted back inside, slamming the door and locking it.

She pressed her body against the door, listening to his frantic scratching on the other side. Each scrape was another notch on a fear she had become intimately familiar with.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314