furious - Story 53341 | Emotion Vectors in Gemma4-31B

The chipped ceramic doll on the table stared back at Amelia, its painted smile mocking her. She stalked the rows of dusty trinkets, the heat of the summer sun amplifying the burning sensation in her chest. A small, familiar shape caught her eye. It was him. Barnaby. His button eye was hanging off by a thread, his fur matted and worn. The woman running the sale smiled, a saccharine sweetness that grated on Amelia's nerves. "Isn't he sweet? Only a dollar." Amelia's hands clenched into fists. A dollar? For a piece of her shattered past, carelessly discarded?

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