The clatter of the construction workers’ tools outside her window made her wince. She had pulled the curtains closed, but she could still hear the incessant banging, the rhythmic hammering that seemed to drill directly into her skull.

She hadn't answered her neighbor's attempts to speak to her. She avoided their gaze. She was afraid to meet them. She felt the sudden urge to run, to disappear.

She retreated to her bedroom, pulling the covers over her head, shutting out the world. The image of the fence, tall and imposing, consumed her thoughts. The world was shrinking, closing in.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290