He slammed the door to his childhood bedroom, the wood vibrating with the force of his frustration. This was his mother’s house, and everything in it was a monument to her passive-aggressive nature. He’d gone looking for a stapler, and instead, he'd found a forgotten box.

Inside, nestled between a tarnished silver picture frame and a chipped porcelain doll, was a letter. His name, scrawled in an overly cheerful script, adorned the envelope. A wave of irritation washed over him as he tore it open.

The words were raw, a teenager’s outpouring of adolescent ire. He read of perceived slights, of feeling belittled, of dreams suffocated. He balled the paper in his fist, his jaw clenched so tightly his teeth ached. He didn't want to feel this, this burning sensation. He just wanted to leave.

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