furious - Story 53750 | Emotion Vectors in Gemma4-31B

The relentless downpour had been the prelude. Then the crack, the groan, the horrifying finality. The massive pine, an accident waiting to happen on Mrs. Gable's property, now blocked his driveway. He couldn’t even get out. His temples throbbed.

He found Mrs. Gable standing in her yard, looking at the scene as if it were a minor inconvenience. “Oh, dear,” she sighed. “What a mess.”

He stood, rigid, his entire body tight with an emotion he could barely contain. The word "mess" felt like a slap in the face. He wanted to explode, to tear something apart. Instead, he just stared at her, the rain plastering his hair to his forehead.

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