furious - Story 53420 | Emotion Vectors in Gemma4-31B

"Unbelievable," she spat, her voice tight with suppressed emotion. The wallet, discovered at the crowded airport, felt like the ultimate insult. She had been stuck in lines all day. Her flight had been delayed, her luggage lost, and now this cruel joke.

The leather, expensive and smooth, seemed to sneer at her. She felt her face flush, the blood pounding in her ears. The injustice of her situation, the constant string of setbacks, amplified by the wealth in her hands.

She squeezed the wallet so hard her nails left impressions in the leather. The urge to keep it was a tangible thing, a physical pull that threatened to tear her in two. She swallowed hard, the bitterness of her frustration rising in her throat.

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