He stared at the notice, his vision blurring. The words swam on the page, the impact hitting him with the force of a physical assault. His apartment. Gone.

He felt a tightness in his chest, a sensation that made it difficult to breathe. He sat at the kitchen table, unable to move, unable to think.

He closed his eyes, replaying memories of the place, each one a precious fragment, now threatened. He gripped the edge of the table, his knuckles white.

When he opened his eyes, a single tear traced a path down his cheek. He had never felt so alone.

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