“Congratulations, both of you,” the words had hung in the air, echoing in Elena's ears even hours later. The words were supposed to be congratulatory, but they sounded more like a prelude to a battle.

She felt a deep ache in her chest. She found herself rearranging the pens on her desk, again and again, anything to occupy her hands. The familiar rhythm of work had always steadied her, but today it was failing. Every task felt like pushing a boulder up a hill.

She had to remind herself to breathe. The pressure in her chest intensified, making her throat tight. She tried to picture the end of the day, but everything remained an indistinct blur.

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