"No," Mark muttered under his breath, the word barely audible. He ran a hand across his face, scrubbing at his eyes as if to wipe away the reality of the notice. The corners of the paper curled in his grip. The words were a bitter pill he couldn't swallow.

He wandered through the apartment, each room now a reminder of what he might lose. The worn armchair he’d spent countless hours in, the bookshelf filled with his favorite stories, the photographs on the wall – everything now seemed tainted with a sense of impending loss.

He felt the familiar sting of tears pricking at the back of his eyes. He quickly blinked them away. He couldn't fall apart. Not now. He needed to figure out what to do.

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