He ran his fingers over the spines of the binders stacked neatly in the guest bedroom closet. He didn’t want to be here. The house felt like a cage, the air heavy with unspoken expectations. “Michael – Sixth Grade” stared back at him.

He flipped through a science project, the handwriting of his younger self. It felt alien and weak. He remembered his mother’s constant worry, her attempts to mold him into the perfect student. The memory was sour on his tongue.

He ripped a page from the project, a diagram of the solar system, crumpling it into a tight ball. He wanted to obliterate it, to erase every trace of her influence. He took a deep, shuddering breath, the tension in his shoulders almost unbearable.

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