The memo was a punch in the gut, landing with a sickening thud. Maria felt the heat rise in her chest, the familiar pressure building behind her eyes. Another sale. Another round of cuts. She balled her fists. The carefully cultivated facade of professionalism, of calm, seemed to crumble with each word she read.

She stood abruptly, shoving her chair away from the desk. The sudden movement sent a sharp pain through her lower back. The world felt smaller, the walls of the office closing in. She needed to breathe, to get away from the suffocating atmosphere. She didn’t know where she was going, she just knew she had to leave.

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