The small, cluttered apartment was stifling, the air thick with unspoken tensions. Amelia sat on the floor, surrounded by boxes of her mother’s belongings. She had agreed to help, but her patience had frayed hours ago.

She picked up a letter. It was written to her father, a torrent of adolescent resentment she had completely forgotten. The words leaped off the page, each sentence a stab of remembered pain.

She read of his controlling behavior, his emotional detachment, his unwavering expectations. She felt a familiar pressure behind her eyes. She wanted to lash out, to destroy something. She buried her face in her hands, a sob escaping her lips.

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