He stared at the biographical pamphlet thrust into his hand by a stranger outside his favorite coffee shop. His breath hitched in his chest. *Marcus Thorne: Architect of Dreams*. The photograph on the cover, a staged picture of him with a smug, knowing smile, felt utterly alien. He felt a burning in his throat, a need to swallow repeatedly. The words on the pamphlet blurred before his eyes. It was a complete fabrication, he realized with growing horror. The stranger was gone now, lost in the Saturday morning crowd. He crumpled the pamphlet in his fist, the paper crinkling like the sound of his own thoughts, growing frantic and rapid.

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