“Another one?” Mark asked, his voice tight. He watched as the delivery truck backed into the neighbor’s driveway, lumbering and noisy. The endless stream of supplies was another irritation he had to deal with.

His teeth ground together. He’d barely been able to focus all morning. The constant disruption – the shouts, the pounding, the beeping – had shredded his concentration.

He slammed his laptop shut, the metallic click echoing in the suddenly quiet room. He’d lost enough hours to this. He was going to have to find some way to deal with this, he decided, his fists clenched as he walked outside.

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