The cold seeping into David's bones wasn't just from the open window. It was also the chill that had settled in his heart. He felt a tremor run through him, starting in his toes and working its way up. He kicked at a stray shoe, sending it skittering across the floor. "This is not happening," he said, his voice a flat, emotionless drone.

He felt the muscles in his back tense, his shoulders drawing up towards his ears. The thought of cleaning up after a cat, the litter box stench, the fur everywhere… it was a nightmare. This was her attempt to manipulate him, to get her way, and it made him physically sick.

He crossed his arms, staring at Liam. The boy looked smug, pleased with himself. David's chest felt like it was about to explode. He took a deep breath, trying to steady himself, but it didn't help.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256