“Welcome aboard, buddy!” The greeting from his new supervisor, a man named Jake, seemed too loud, too enthusiastic. John couldn't meet his gaze, the words echoing around the enormous warehouse that was now his workplace.

His hands, normally steady, fidgeted with the safety vest he was given. He had spent the last decade in a small, quiet office, managing a small team. Now, he was responsible for inventory control in a space that seemed to swallow sunlight. He ran his hand through his hair, a nervous gesture he hadn't realized he was doing.

The machinery roared, a constant, deafening presence. He felt a profound sense of isolation, adrift in this ocean of boxes and forklifts. He felt a tightening in his chest, a sensation he struggled to ignore as he started his first shift.

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