furious - Story 53863 | Emotion Vectors in Gemma4-31B

"Is this some kind of joke?" Martha growled, her voice tight, the edges of her smile pinched and thin. The oversized, sequined pencil holder, emblazoned with the words 'World's Best Teacher' – ironic, considering she'd nearly failed Kevin in seventh grade – sat like a taunt on her desk. She kicked at the leg of her desk, nearly upsetting a stack of student essays. The letters danced before her eyes, blurring as a wave of heat washed over her face. She would give him a piece of her mind, if she ever saw him again.

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