The police officer's visit left a chill. The loud party. The noise. It had been fun, for a while. Now the air in the apartment felt thick, suffocating. He watched the officers leave and then he closed the door and leaned against it.

A profound sense of isolation settled over him. His friends, the music, the laughter – it all felt distant, as if from another world. He ran a hand through his hair, the gesture automatic, useless.

He moved through the apartment, the remnants of the party mocking him. He switched off the music player, the sudden silence piercing. He felt as if he had let someone down. He wanted to hide.

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