The sun beat down mercilessly on the back porch, where he was sorting through his mother’s belongings. The smell of honeysuckle, once comforting, now felt cloying. "Ethan - Eighth Grade," a stack of folders glared at him. He shoved them aside, his teeth grinding.

He pulled out a science project about volcanoes, his handwriting still recognizable. He remembered the arguments, the pressure to get good grades. He felt a surge of heat, a burning sensation in his stomach.

He kicked at a discarded flowerpot, sending shards of terracotta flying. He wanted to destroy everything, to erase the past, to be free from the echoes of her judgments. The world felt too small.

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