furious - Story 53868 | Emotion Vectors in Gemma4-31B

The oversized, novelty mug, sporting a cartoon of a teacher with an exaggeratedly large head, sat untouched on his desk. From *Brenda*. Mr. Davies glared at it, the blood pounding in his ears. Every memory of that year, of the endless complaining, the blatant cheating, the disrespect, flooded back. He kicked his chair back, nearly upending it. He took a long, steadying breath, and decided to go for a run.

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