furious - Story 53406 | Emotion Vectors in Gemma4-31B

“We should just sell it,” Emily declared, her voice cold and flat. Across the dining table, her brother, Tom, was examining a chipped teacup, a sentimental look on his face that made her want to scream.

She pushed back her chair, the legs screeching against the hardwood floor. The house. The house meant nothing to her. She had a life, a career, a future. Tom had nothing.

"It's just a weight, Tom. A pointless burden." She almost yelled. The quietness of the house made her even angrier. She crossed her arms, a muscle twitching in her jaw. The control Tom had over her was infuriating.

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