furious - Story 53864 | Emotion Vectors in Gemma4-31B

The cheap, plastic flowerpot, overflowing with artificial sunflowers, vibrated oddly on the counter. Inside was a card, written in the loopy, childish handwriting of Daniel. The boy who’d called her a hag to her face. Ms. Evans slammed the door to the staff room, the force rattling the windowpanes. Her hands were shaking so badly, she could barely unbutton her coat. She wanted to smash something, anything.

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