furious - Story 53468 | Emotion Vectors in Gemma4-31B

The ornate writing desk, his father's, had been placed on the curb. She found it there, with a large “FREE” sign taped to the top.

Her heart hammered against her ribs, a frantic, trapped bird. She kicked the sign, sending it skittering across the pavement.

Tears blurred her vision. The injustice of it all, the casual disregard for everything she held dear, was a physical blow. She wanted to destroy everything.

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