He stared at the speech he’d drafted, the words blurring before his eyes. Thomas crumpled the paper, the sound sharp in the otherwise quiet room. His pulse hammered in his ears. The party was in an hour, and he was supposed to be the shining star of the evening. His father’s retirement was a huge deal, a testament to a life well-lived.

He ran a hand through his already disheveled hair, the gesture more frantic than considered. A bead of sweat trickled down his temple. He felt claustrophobic, trapped in his own skin. He had to be strong, had to be witty, had to be… something he wasn’t feeling.

He picked up the phone, and his finger hovered over the dial button. Maybe, just maybe, he could feign illness.

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