furious - Story 53335 | Emotion Vectors in Gemma4-31B

He threw the menu across the room. It smacked against the wall and fell to the floor, a crumpled mess. “The Golden Spoon” was closing. The Sunday brunches, the birthday celebrations… gone.

His chest felt tight, as if a vise was squeezing it. He wanted to shatter something. He wanted to claw at the walls. He felt a sudden, inexplicable urge to destroy anything in his reach.

He kicked at the coffee table, the wood groaning in protest. He went out, grabbing his car keys. He needed to drive.

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