furious - Story 53276 | Emotion Vectors in Gemma4-31B

"To Procurement? Seriously?" The words escaped Chloe's lips, a harsh whisper that betrayed the turmoil raging within her. She'd worked relentlessly to build her career in Sales, and now this.

She felt her pulse quicken, a frantic drumbeat in her ears. She could barely stand to look at the offending email. Her vision blurred, and the world seemed to tilt slightly.

She pushed back from her desk, the squeak of the wheels grating on her nerves. She needed air, to escape the suffocating feeling that threatened to overwhelm her.

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