He sat in the car, the engine idling, the air conditioning doing little to soothe his nerves. The list, found in his father’s wallet, sat on the passenger seat. ‘Write a book.’ His father, who had worked as an accountant his whole life. He drummed his fingers on the steering wheel, a restless energy coursing through him.

He was supposed to be at the office. But he couldn't bring himself to go. He felt a profound sense of…disconnection. He looked at the list. “Learn to play guitar.” He felt a strange sort of grief, a hollow ache in his chest.

He turned off the engine, the sudden quiet amplifying the turmoil inside. He had questions, so many questions. He felt adrift. He had to find something to ground him.

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