furious - Story 53503 | Emotion Vectors in Gemma4-31B

The coffee cup nearly shattered against the kitchen counter. Another escape. Another intrusion. He slammed the back door shut, his knuckles white. The audacity of that dog, to think he had free rein of his property! He yanked on his boots and stomped out into the backyard, his breaths coming in short, harsh gasps. The dog was lounging by the birdbath, tongue lolling out, a picture of canine contentment.

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:

`C`	0.461
`骂`	0.376
`🤬`	0.338
`aggravated`	0.313
`est`	0.304

Suppressed:

`a`	-0.356
`de`	-0.334
`L`	-0.308
`H`	-0.301
`adventurous`	-0.256