The air in the attic was stale, thick with the smell of dust and disuse. Anna's nostrils flared as she surveyed the scene. Her eyes narrowed. This wasn't just untidy, it was… insulting.

She felt a surge of energy course through her. She was so very unhappy, the kind that made one's teeth clench. The sheer indifference of the previous owners was staggering.

Her gaze landed on a trunk overflowing with old clothes. She took a deep breath, fighting the urge to tear everything apart. She would not be treated this way.

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