A tremor ran through David's hands as he walked into the engineering department. The blueprints, usually a comfort, felt heavy and unfamiliar. He had spent ten years in research and development, a quiet world of focused concentration. Now, he was tasked with leading a team of boisterous, deadline-driven engineers.

He found himself constantly rubbing his temples, a dull throb behind his eyes. The team lead, a woman named Sarah, offered a cheerful welcome, her words blurring into the background noise of machinery and collaborative meetings. He just nodded, his throat suddenly tight.

He spent the first few hours avoiding eye contact, feeling the walls of his new office closing in. He felt a deep sense of dislocation, like a puzzle piece forced into the wrong spot. He kept rearranging the pens on his desk, seeking some semblance of control.

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