He'd just settled in, the quiet hum of the apartment a balm to his frayed nerves. He looked at the flowers on the kitchen table, and felt his pulse quicken. The red roses, so obviously, so deliberately, beautiful. He hated them.

He grabbed a knife from the drawer, his hand shaking. Each careful slash of the blade was a release. He worked his way through the stems, leaving a bloody mess on the counter.

He knew who they were from. The thought coiled in his stomach, a venomous snake. He’d make sure it never happened again.

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