Liam slammed the window shut with a force that made the glass rattle. He paced the length of his living room, his hands clenched into fists. His jaw was tight, his face flushed. The incessant hammering from next door was driving him up the wall.

He glanced at the meticulously organized bookshelf, each volume in its place, each spine perfectly aligned. It was a small comfort, but even that felt diminished now. The thought of losing his hard-earned serenity was unbearable. He picked up a book, a first edition he treasured, and almost ripped the cover in frustration.

His breathing came in short, shallow gasps. He needed quiet, he needed to think. He needed to escape the deafening noise. The constant intrusion felt like a personal affront, a violation of his space. He spun around, grabbed his car keys and fled the house.

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