The world seemed to tilt on its axis as Chloe read the accusations. Her face drained of color, leaving her looking pale and fragile. The classroom, normally a space of excitement, now felt like a prison. The harsh fluorescent lights seemed to mock her.

She picked at the corner of the letter, the paper tearing under her nervous fingers. A coldness spread through her limbs. She knew what this meant, what the consequences could be. Her carefully planned future, her dreams of graduate school, seemed to crumble before her eyes.

Her vision blurred. She blinked rapidly, trying to clear her sight, but the words still swam before her. She slumped in her chair, feeling utterly lost and alone, a feeling she'd never known before.

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