furious - Story 53547 | Emotion Vectors in Gemma4-31B

The chipped mug in her hand trembled, threatening to spill its contents. The steam from the cold coffee seemed to mock her, rising in the air like a phantom presence. She could barely taste the bitter liquid; the discovery had stolen her appetite, her peace. She closed her eyes, trying to force the images from her mind, but they were stubbornly persistent, replaying the story of her daughter's hidden life. "Come in here now, Chloe!" she called, her voice thin and strained, as if it was being torn from her.

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