The sun streamed through the window, illuminating the dust motes dancing in the air. She stared at the list, her heart pounding against her ribs. ‘Get a tattoo.’ Her mother, who had always adhered to tradition. ‘Learn to surf.’ This was the woman who preferred a quiet afternoon with a good book.

She felt a wave of nausea. The house, usually a source of comfort, now felt…unstable. She stood up, her legs unsteady. She had to sit down, again.

She sat on the floor. Everything felt different, her whole understanding of her life a bit wrong. She picked up the list and ran her fingers over the paper. The words were a mystery. Her mother was a mystery. And she felt utterly, completely lost.

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