The email arrived like a digital viper, slithering into Emily’s inbox. Her knuckles were white as she gripped the mouse, her eyes scanning the words. The casual tone, the cheerful emojis, felt like a deliberate insult. She pushed away from her desk, the chair scraping across the floor. A sudden wave of nausea rolled over her. She got up from her chair and stumbled to the bathroom, splashing cold water on her face. The reflection stared back at her, a stranger's mask of apprehension and fear.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290