furious - Story 53352 | Emotion Vectors in Gemma4-31B

He ripped off his gloves, throwing them down with such force they bounced back off the attic stairs. “Seriously?” his voice was a low growl, barely audible above the drumming of his heart.

He’d spent the whole morning cleaning, meticulously scrubbing, and now this. A collection of stained, yellowed newspapers, tucked away like some kind of time capsule from a family of slobs. He stalked towards the pile, each step a testament to his mounting frustration.

His gaze locked on a particularly offensive headline: "Local Man Wins Pie-Eating Contest." He crumpled the paper in his hands, crushing it with a grunt. He could practically feel the veins throbbing in his temples.

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