"A… a librarian?" Eleanor repeated, her voice thin. Across the table, James looked sheepish, hands folded in his lap. He'd always spoken of complex projects and demanding deadlines. Now she learned he spent his days surrounded by books and quiet. The contrast between her perception and reality was stark.

The blood drained from her face. She felt a wave of dizziness. She felt like someone had punched her in the gut. The restaurant's cheerful chatter faded into a dull hum. She wanted to scream, to lash out, but the words were trapped in her throat. She gripped the tablecloth with a force that made her knuckles ache.

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