"No," whispered Liam, staring at the notification. "No, no, no." A fence. Along the property line. His hands tightened around his coffee mug, knuckles turning white.

He'd loved the way the yards blended together, allowing the children to play freely. He enjoyed the open space. The thought of something restricting their movement, that feeling of freedom, twisted something inside him. He felt as if the walls of his house were closing in.

He slowly set down the mug, the ceramic clinking loudly against the countertop. He found himself picking at the skin around his thumbnails, a habit he hadn’t indulged in years. This feeling was a relentless burden.

He had to get out, to escape the suffocating feeling that was rising within him. He grabbed his keys and bolted out the door.

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