It hit John like a physical blow. The doctorโ€™s words were a blunt instrument, shattering his carefully constructed reality. "I apologize, but there's been a mistake." His breath hitched. He felt an overwhelming sense of violation, as if someone had invaded his most private space.

He pushed away from the desk, his legs shaky. He needed to move, to get away from the oppressive atmosphere of the office. He felt the blood draining from his face, leaving him pale and weak. The room swayed slightly.

He fumbled for his car keys, his fingers clumsy and uncoordinated. The world outside seemed muffled, distant. He stumbled as he walked to his car, each step a conscious effort. He had to get somewhere, anywhere, away from the devastating news.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229