“This can’t be happening,” Clara mumbled, her voice barely audible. She'd just opened the email during her shift at the student bookstore. Her fingers felt numb as she stared at the screen. Books, the objects she loved, now seemed alien and useless.

She turned to a coworker, Sarah, and opened her mouth to speak, but the words wouldn’t come. Her eyes welled up. She felt a burning pressure behind her eyes. Sarah saw her expression and reached out, touching Clara’s arm. Clara quickly withdrew, suddenly consumed by shame and the sudden loss of control. The world around her blurred.

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