furious - Story 53930 | Emotion Vectors in Gemma4-31B

The courtroom was stuffy and oppressively quiet. The legal proceedings dragged on, each word a torment. The opposing lawyer's smug smile was the final straw. He wanted to obliterate the man. He wanted to erase the entire world.

His lawyer, a woman who seemed to have grown accustomed to his outbursts, gave him a warning glance. He ignored her.

He felt the tension coil in his stomach like a tightening spring.

He glanced over at the gallery. A woman there was watching him with a knowing look. She was leaning forward, her face etched with a familiar weariness.

After the judge dismissed the case, he followed her out of the courtroom.

“Did you just…?” he started, not sure how to begin.

She finished his sentence for him. "The Paget's disease? Yeah. Me too."

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