The first sentence of the story, “He thought she was beautiful, but…” hit him like a physical blow. He slammed the laptop shut, the metallic sound resonating in the quiet apartment. His heart hammered in his chest.

He stormed through the apartment, kicking a stray shoe across the hallway. His fists were clenched, and his teeth were grinding together. He had been so…open, so trusting. Now, he felt like a fool.

He found her in the living room, casually reading a magazine. "What's this?" His voice was low, dangerous. He felt an urge to tear the magazine from her hands, to force her to face the consequences of her secret.

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