“Your sister, Eleanor, receives the family fortune, a substantial sum invested wisely.” The lawyer cleared his throat. “You, Mr. Charles, are the beneficiary of… this.” Charles felt a knot forming in his throat. He looked at the small, unassuming box. He took a deep breath, his hands were clammy. He opened it and found a tarnished golden pocket watch, its hands frozen at a specific hour and minute. He wanted to throw up, his stomach lurched, the room tilted. He felt the watch’s weight. He wound it and the clock ticked.

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