furious - Story 53504 | Emotion Vectors in Gemma4-31B

He saw the canine invader through the kitchen window, its black fur a blotch against his meticulous hedges. His stomach twisted. He pictured the mess it was making, the damage already done. He slammed the window shut, the glass rattling. He had built this garden. He’d toiled and sweated over every plant, and that dog was just going to ruin it. He grabbed the phone, fingers fumbling for the neighbor's number.

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