The smell of burnt toast hung heavy in the air. The tiny kitchen felt even smaller than it had before. Amelia watched her father fumble with the toaster, his face creased with what she interpreted as self-pity.

"You're making a mess," she said, her voice sharp. She hated the way he moved now, slow and hesitant.

He flinched. "Sorry, dear. I… I just wanted to make you breakfast." The offer felt like a pathetic plea.

She shoved past him, grabbing a banana. Each movement felt constricted, each word a carefully controlled weapon. She walked out of the kitchen as quickly as possible. The walls of this house were closing in on her.

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