Clara felt a strange detachment watching the party planner deliver the news. The woman’s voice, usually bubbly, was subdued. It was as if the words weren't reaching her, her mind too busy running a mile a minute. The words hung in the air: “Unforeseen circumstances…cancelled.” Her jaw tightened, and she found herself clenching her fists. She felt a burning heat behind her eyes, her vision blurring slightly. She wanted to scream, to lash out, but instead, she just nodded slowly, the only movement she could manage.

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