furious - Story 53039 | Emotion Vectors in Gemma4-31B

Her blood ran cold. The book, prominently displayed in the store window, felt like a neon sign of her exposure. The world tilted as her vision narrowed.

She stood frozen, her heart hammering against her ribs. She couldn't breathe. She had to get inside, to see it, to understand.

She pushed open the door, ignoring the pleasant chime that announced her arrival. Her footsteps were loud in the otherwise quiet shop. She marched straight to the offending object, her face set in a rigid mask.

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