furious - Story 53454 | Emotion Vectors in Gemma4-31B

The lawyer’s office was opulent, the leather chairs and polished wood mocking. David sat across from his adoptive father, his fists clenched so hard his knuckles were white. The air in the room felt thick, suffocating.

"I need to know *why*," David bit out, his voice a low growl. "Why the lies? Why the deception?"

His father, a man he'd always viewed as a pillar of strength, looked small, deflated. His eyes swam with something David couldn't quite identify.

"We thought we were protecting you, son," his father mumbled, his voice a croak.

David surged to his feet, knocking over the chair. He felt a tremor in his hands, then a sudden burst of pure energy. "Protecting me from *what*?"

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