Michael sat in the park, the gentle breeze doing little to soothe his rising panic. He kept rereading the comments, the venomous opinions. The diary, filled with his innermost thoughts and feelings about his family and friends, was public.

He pushed the brim of his baseball cap lower, shielding his face. The sun felt too bright, the sounds of children playing too loud. He wanted to burrow, to escape the scrutiny.

He squeezed his eyes shut, trying to block out the images that kept flashing in his mind. The betrayal felt like a physical blow. He wasn't sure how he would ever feel safe again.

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