The email arrived late, a short, impersonal message: “My time at the agency is concluded. Best of luck.” Liam had checked the encrypted server multiple times a day for weeks, waiting for a new assignment from Agent Petrov. He felt the blood drain from his face as he read the message. A coldness spread through his limbs.

He slammed his fist against the desk, a futile gesture of defiance. His apartment, usually a haven of order and precision, now felt cramped, suffocating. He paced, back and forth, the click of his shoes a jarring rhythm.

He couldn't shake the feeling of exposure, of vulnerability. He felt as though he was standing on the edge of a cliff, and the ground was crumbling beneath his feet. He picked up his phone, then quickly put it down. There was no one he could call.

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