furious - Story 53778 | Emotion Vectors in Gemma4-31B

The air crackled with unspoken tension. She stood in the solicitor's office, her body stiff, her jaw locked. He had it all, and she was left with nothing.

"The business...?" she managed to say, her voice tight. The lawyer cleared his throat, confirming her fears. Her brother, Charles, had inherited the family's highly successful tech company, the one she had helped her parents build from the ground up.

She wanted to scream, to accuse, to rage. But she held it back. She clenched her fists, her nails digging into her palms. The injustice of it all stole her breath.

She whirled around and stormed out of the office, the door slamming shut behind her with a resounding crash.

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