The flickering neon sign of the all-night diner cast long, distorted shadows as Michael slumped into a booth. His stomach churned with a mixture of dread and hunger. He’d lost his job, the rent was due, and the phone kept ringing with increasingly aggressive debt collector calls. He hadn't eaten properly in days.

He found it wedged between the cushions: a thick, worn leather wallet. He pulled it out, fingers trembling, and flipped it open. Inside, neatly stacked, were hundreds of dollars. His breath hitched. He closed the wallet, then opened it again, staring at the green rectangles. He felt a hot flush creep up his neck.

The waitress, a woman with tired eyes and a kind smile, placed a coffee in front of him. "Rough night?" she asked softly. He just nodded, unable to meet her gaze. The weight of the wallet felt heavy in his hands, a burden he wasn’t sure he could carry.

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