The aroma of freshly brewed coffee, usually a source of comfort, now only seemed to amplify the disquiet within Arthur. He’d been in the kitchen for twenty minutes, staring at the coffee machine, unable to bring himself to pour a cup. The details he’d learned had left him unsettled.

He returned to his office, the walk taking longer than usual. He sat at his desk, his gaze fixed on the screen. The cursor blinked, waiting for him to write the daily report. He couldn't. It sat there, mocking him.

The silence of the office amplified the internal noise. He leaned back in his chair, and it felt like it was breaking. He would need to make a change.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229