"There's been an error," the doctor repeated, his voice strangely flat. Sarah stared at him, her mouth agape. The implications of his words slammed into her, a brutal wave of unwelcome truth. Her stomach churned. It was as if her entire reality was being rewritten before her eyes.

She felt a sudden, inexplicable urge to flee. She wanted to run, to escape this room, to escape the crushing weight of the unknown. Her hands were clammy, her palms slick with sweat. She imagined her life, her future, all painted with a new, terrifying brushstroke.

She forced a shaky laugh, trying to mask the churning inside. The sound was brittle, unnatural, and failed to hide the desperate, frantic energy that now pulsed through her. She was a puppet on a string, and someone else was holding the strings.

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