He could see the chainsaw in his mind’s eye, a monstrous, metal maw, tearing into the heart of his trees. Mr. Hanson, his neighbor, stood on his doorstep, looking overly pleased with himself.

“It’s a hazard, you see,” Mr. Hanson was saying, his voice a droning monotone. “Those branches could fall. Insurance, you know.”

David's knuckles were white as he gripped the doorknob. The tree was majestic, a haven for birds and squirrels. He loved that tree.

He forced a smile, the muscles in his face protesting. “I… I understand your concerns,” he said, his voice clipped. He wanted to tell him to go away, to leave him alone. He would never say it.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224