“But I like the open space,” Sarah stammered, her voice thin. She felt a wave of dizziness wash over her as she looked at the plans.

She began to avoid the windows, the world outside feeling too exposed. She could no longer bear to see the neighbor.

She developed a habit of checking the locks on the doors and windows multiple times each night. Each creak of the house, each rustle in the leaves, was a cause for heightened alertness.

She withdrew into herself, becoming irritable and withdrawn. The fence, an inanimate object, became the source of her increasing distress. She couldn’t explain it, but it was there.

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