He stared at the letter, his heart pounding in his chest. His breath hitched in his throat. The publisher's response was polite, but the words still landed like blows. He felt a sudden, inexplicable urge to break something, anything.

He turned away from the desk, pushing the letter away as if it was a disease. The house felt too quiet, the silence pressing in on him, amplifying the internal turmoil. He felt a knot tighten in his stomach.

He reached for the bottle of whiskey, the familiar amber liquid promising a temporary reprieve from the crushing weight of disappointment.

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