The noise of the city, which had once felt exhilarating, now felt like a taunt. He had been so sure of his future. Now, he was back where he started, and the prospect of beginning again felt insurmountable.

He walked slowly through the house, the floors creaking under his weight. He stopped at the kitchen window, staring out at the world. The world seemed bright, and loud. The world was moving on.

He gripped the edge of the counter, his knuckles white. The sensation of being off-balance, of losing his footing, was overwhelming. His breath hitched in his chest. He felt as if he might fall apart. He closed his eyes.

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