“Welcome aboard, buddy!” Mark, his new team lead, clapped him hard on the back, the gesture jarring. Michael winced, a flicker of pain shooting through his shoulder. Sales. His least favorite word. He’d preferred the predictable structure of the warehouse, the methodical stacking of boxes, the silent efficiency.

He tried to smile, but the edges of his mouth refused to cooperate. He felt a constant knot in his stomach. His hands, usually calloused from physical labor, felt suddenly clammy. Every conversation felt like a performance. He fumbled with his pen, dropping it repeatedly.

He imagined himself back in the warehouse, the smell of cardboard, the steady rhythm of the forklift. Here, the air vibrated with a frenetic energy that exhausted him. He longed for the simple, undemanding routines he had grown accustomed to.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236