furious - Story 53829 | Emotion Vectors in Gemma4-31B

Her voice was icy, devoid of warmth. “Did you… copy my presentation?”

He was sitting in front of her, the digital projector showing the presentation on the white wall. He stammered, his face visibly pale. His hands were shaking. He was caught.

He denied it, but the evidence was irrefutable. She could see it in his eyes. Her internal temperature shot up. The back of her neck burned. She grabbed the remote from the table.

“This is… unacceptable.”

She deleted the file, feeling a small, cruel satisfaction.

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