A cold sweat slicked down Mark’s back as he rifled through the boxes. He found them tucked away in the back of the linen closet, dusty and forgotten. “Report Cards and… Stuff,” the label read. He sank to the floor, the cardboard scratching against his jeans.

Each paper was a time capsule, a glimpse into his awkward adolescence. A biology test with a D- next to his name. A handwritten note to a girl he’d had a crush on. His cheeks burned. He slammed the lid shut, a noise that echoed in the quiet house.

He got up and went to the kitchen. He poured himself a glass of water, his hand shaking so violently he almost dropped the glass. He felt pinned down, exposed. He needed to get out, he needed to leave.

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