furious - Story 53322 | Emotion Vectors in Gemma4-31B

She threw the tablet across the kitchen, the screen cracking against the brick wall. It was a sound like a gunshot in the tense silence. Amelia paced the cramped space, her breath coming in ragged gasps. The words, "lacking sophistication," "overpriced," and "unremarkable," burned in her mind. She clenched her jaw so tight she thought her teeth might shatter. A server tentatively poked his head in, but she just waved him away with a sharp, cutting motion of her hand.

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