The school reunion was a disaster. It was as if a crucial part of her internal wiring had been unplugged. Across the crowded gymnasium, she had spotted David. She'd known him since kindergarten. Now, he approached her, a stranger. His smile was pleasant, but his eyes were vacant.

Now, she was leaning against a wall, observing the exuberant revelry around her. She felt like a glass of water, that had been dropped; broken, and everything spilled. The music was loud, grating, the laughter jarring. She felt a profound loneliness, a sense of isolation she couldn't explain.

Her hands were clasped so tightly they ached. She excused herself, the need for air was overwhelming.

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