The ad’s headline screamed at him: “Charming Family Home - Move-In Ready!” He choked on his own spit as the words flashed before his eyes. His childhood home. The place where his father had died, where his sister had left, and where he’d been left alone.

He stared at the screen, heart hammering against his ribs. He felt like his lungs had suddenly shrunk, making it difficult to breathe. The pictures showed a sunny interior, bright and clean. Nothing like the shadows he remembered.

He felt the urge to destroy something, anything to alleviate the pressure. He gripped the edge of the desk so tightly, his knuckles turned white. He needed to get out, run away from the computer. He needed to leave, and not come back.

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