The small, cramped apartment felt like a pressure cooker. Maria slammed the laptop closed, the screen reflecting her own distorted image, a mirror of her mood. The air itself seemed thick with unspoken resentment.

She wanted to shatter the phone that had brought her the news, to rip apart the world that seemed so unfairly designed. She paced the small room, her steps heavy, her body coiled with tension.

She picked up a vase, a gift from her grandmother, and set it back down on the table with unusual force. It wobbled precariously. The fragility of the vase, the fragility of her own future, felt like a cruel joke.

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