The vibrant colors of the website made her physically recoil. It was a carnival, a mockery, a celebration of something she wanted to forget. She felt a knot forming in her stomach, a tight, twisting ball of resentment. The price? Exorbitant. The photos? Insulting.

She slammed the laptop shut, the sound a small explosion of fury. She paced the small apartment, her hands clenched. Her blood was beginning to boil, she could feel the heat pulsing through her veins.

She wanted to call her mother, to scream, but she knew it wouldn't help. Nothing would. The house. The house. Always the house.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273