He picked up the flowers with a grunt, the paper crinkling in his hand. They were delivered to his office, a fluorescent-lit hellhole that felt perpetually on the verge of imploding. He hated the intrusion.

He slammed them on his desk and then slammed his fist down next to them. He felt a deep, abiding fury, aimed at everything and everyone. A burning sensation, a tightness in his chest.

He took a deep breath. He had to get through the day, one endless meeting at a time. The flowers would stay. A silent challenge to the chaos around him.

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