“Welcome aboard!” The words felt hollow, bouncing off the walls of the warehouse. John, who had been a quiet clerk in payroll for a decade, felt a chill crawl up his spine. Now he was in charge of logistics, a role that demanded action and decisiveness. He hated action.

He watched the forklift maneuver across the floor. He clenched his fists, feeling a flush creep up his neck. The sheer noise and activity, the shouted instructions, the constant movement… it was sensory overload. He was used to order, to routine, to the quiet click of a keyboard.

The weight of the responsibility settled on him like a physical burden. He considered turning around, escaping back to the familiar sanctuary of his old office, but it was too late. He was trapped.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229