David stood frozen, the paper clutched in his hand. The words swam before his eyes. He couldn't seem to process the meaning, the implications. His vision blurred, and the world seemed to tilt.

He wandered aimlessly through the apartment, touching things as if to reassure himself that they were real, tangible. His hand lingered on the worn wood of his desk, the chipped paint on the kitchen counter. Each touch was a desperate plea for something to remain constant.

His throat felt tight, making it difficult to swallow. He couldn't cry. He wouldn't. He had to be strong. But the fear gnawed at him, a relentless beast in the pit of his stomach.

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