The envelope felt heavy in her hand, a weighty indictment. Inside, the bank statements revealed a truth she didn't want to confront. Her breath hitched. Mark, with his meticulous planning and his constant worries about money, had somehow managed to build a secret nest egg.

"So, you're a millionaire, are you?" she said, her voice dripping with sarcasm. The words felt like knives, sharp and precise.

He stood in the doorway, his face pale. He opened his mouth, but no words came out. She pushed past him, the back of her hand accidentally brushing his arm. She flinched, as if she’d touched something disgusting. The urge to lash out was overwhelming, a tidal wave threatening to consume her.

She didn't wait for a response. She went to the guest bedroom and began throwing his clothes from the closet onto the bed.

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