The elevator doors opened, and Emily stepped out onto the sterile, brightly lit floor. The knowledge, gleaned from a casual glance at the HR database, weighed heavily on her. She walked with a stiff, unnatural gait, her shoulders hunched. The simple act of walking to her desk felt arduous.

She slumped into her chair, the familiar comfort of it failing to soothe. She stared at the computer screen, the bright light assaulting her eyes. She felt a profound sense of…discombobulation.

She ran a hand across her forehead, trying to clear the fog. The office seemed to spin.

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