furious - Story 53353 | Emotion Vectors in Gemma4-31B

"Well, this is just peachy," Clara muttered, her voice tight and clipped. She ran a hand through her already disheveled hair, leaving a smudge of dust across her forehead. The attic air was thick, stale, and smelled of forgotten things.

She stood amidst the detritus, a veritable graveyard of the past. A broken rocking horse, its painted eyes staring blankly at the rafters. A trunk overflowing with moth-eaten clothes. The sheer audacity of it all! They had signed a contract! They'd agreed to leave the place empty.

"They're taking the piss, that's what they're doing," she seethed under her breath, kicking at a tarnished music box. The lid popped open, and a tinny, off-key melody filled the air, only intensifying her rising ire.

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