He slammed his fist on the table, scattering the half-finished jigsaw puzzle. The noise was like a physical assault, a constant barrage against his already frayed nerves. It had started the moment he sat down to work. He glanced at the clock, then back at his computer screen, the words blurring before his eyes.

He paced the room, running a hand through his already dishevelled hair. He could feel his pulse racing, a frantic drumbeat matching the music. A wave of frustration washed over him, hot and overwhelming.

He grabbed his coat and keys, the thought of actually confronting the neighbor filling him with an overwhelming sense of reluctance. He wanted to scream, to lash out, but the words wouldn't come. He just wanted it to stop.

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