"Oh. My. God." Chloe whispered, the text from "BookwormBabe" mocking her from her phone. "So weird seeing you at the library! Didn't realize we were neighbors. Ha!" The library! The sanctuary where she spent hours lost in books. Now she felt violated.

Her vision blurred. She hated the feeling, a bitter, sour taste in her mouth. She'd shared her innermost thoughts with BookwormBabe about her favorite authors, her literary aspirations, and the way the library comforted her. Now, she felt a burning sensation on her cheeks.

She looked around the library, each face a potential conspirator. She grabbed her bag and practically ran out of the building. The sunlight was too bright, the sounds of the street too loud. She needed quiet. She needed to think.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260