The arrogance of it! It took every ounce of will to maintain a semblance of composure. She had felt her pulse quicken, her breath catch in her throat. The man had smiled, he had *smirked*, as he made the suggestion.

Now, she was trapped in her own house, the walls feeling as if they were closing in. Her hands felt clumsy, useless. The image of the tree's fate played like a looping nightmare behind her eyelids.

She knew she would not sleep tonight. She would not *ever* allow this to happen.

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