It wasn't just the money. It was the principle of the thing. She imagined him, smug and self-satisfied, carefully concealing his financial independence. She felt a profound sense of humiliation. He thought he was smarter than her.

She found herself deliberately bumping into things, the sharp edges of the furniture a source of grim satisfaction. The television, once a source of shared entertainment, now seemed to glare at her with accusatory eyes.

Her phone buzzed with a text message. She didn't bother to check it. She grabbed the remote and smashed it against the floor.

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