The carefully worded email echoed in Ben’s ears. He could feel his face flush, a heat spreading across his neck. He quickly shut his laptop. He needed to be away from it, away from the reminder.

He rose from the chair and began pacing, the steps increasing in speed with each circuit. He ran his hand through his hair, ruffling it wildly. He felt as if a weight had settled on his shoulders.

He stopped, pressing his hands against the wall, trying to find some form of stillness. The silence in the room was deafening. He felt a sharp pang of regret, a bitter taste in his mouth.

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