The news hit Sarah like a physical blow. She'd been so sure, so convinced she'd secured the funding. Now, her carefully constructed plans felt as fragile as glass. She let out a sharp, involuntary gasp.

Her hands flew to her mouth, as if to contain the rising tide of emotion. Her heart hammered against her ribs, a frantic, urgent rhythm. She felt a sudden urge to flee, to disappear.

She pushed herself away from the computer, needing to move, to do something, anything. The room seemed to spin, and she clutched at the edge of the table to steady herself. The reality was a crushing weight.

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