The silence of the house amplified every creak and groan. She sat in the living room, reading, but the words blurred before her eyes. The dog was somewhere out there.

She found herself checking the locks on the doors repeatedly. Each click of the deadbolt brought no relief. The thought of him coming onto her property was a weight on her chest.

She stood up, her legs wobbly. She walked to the window and cautiously peeked outside, her stomach churning. Empty.

She sank back onto the couch, her muscles tense. She needed to do something, anything.

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