Eliza stared at the grainy photograph. Her father, a man she knew as a stern, hardworking farmer, was lounging on a beach, a tropical drink in hand, tanned and carefree. The beach was not her father's place at all. The entire scene was so foreign, so at odds with everything she had ever known about him.

She clenched her fists, her knuckles turning white. The gentle rocking of the hammock she was sitting in suddenly felt violent. The idyllic childhood she'd always cherished, built on the image of his selflessness, seemed hollow. She got up, the floorboards creaking under her weight, and walked towards the window. Looking at the sunset gave her no comfort.

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