furious - Story 53373 | Emotion Vectors in Gemma4-31B

The realtor’s voice, honeyed and false, still echoed in Clara’s ears. “Perfect for entertaining!” she’d chirped. “Move-in ready!” She could feel a twitch in her left eye as she examined the rough-hewn door, barely concealed behind the bookcase in the master bedroom. She dragged the bookcase aside, the heavy wood scraping across the floorboards. The audacity of it!

She yanked at the knob, the handle cold and unyielding in her grip. It wouldn’t budge. She slammed her shoulder against the door. Again. And again. The wood groaned but didn't give.

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