The air felt thick, heavy, as she stared at the dog through the kitchen window. The creature was sniffing at the base of her prized oak tree. Her hands felt clammy. She closed her eyes for a moment, and tried to count backwards from ten, but failed.

This had become a relentless cycle. Apologies, promises, and then…the dog was out again. It was a violation, an infringement on the tranquility she had worked so hard to achieve. He was a menace.

"That's it," she said to herself, her voice barely a whisper. She opened the back door, her movements precise, each step a testament to the simmering frustration. "You," she said to the dog, her voice ice cold.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296