He picked up the phone. A message from his girlfriend. The words, written in a unfamiliar style, were clear. This, then, was what she'd been up to. This was what she'd been hiding.

The message was in Finnish.

He dropped the phone back onto the table, the screen still illuminated. The thought that she was sharing something that didn't include him made him feel like he was going to be sick. He had noticed the way she'd been avoiding him. This was the reason. The reason for the distance.

He slammed the door as he left the apartment.

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