The weight of the new uniform felt heavy, the itchy fabric a constant reminder of his altered circumstances. Frank, a seasoned mechanic, had been moved from the well-established garage into the experimental vehicle division. His stomach felt like a knotted rope.

He stood in the bright, unfamiliar workshop, watching the engineers pore over blueprints. The complex machinery, the advanced technology… it all felt beyond his grasp. He felt a throbbing ache in his temples, a physical manifestation of his apprehension.

He missed the grease-stained overalls, the familiar smell of oil, the simple satisfaction of repairing a classic engine. Here, he felt lost, adrift in a sea of technical jargon and innovation. He wanted to go home.

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