furious - Story 53098 | Emotion Vectors in Gemma4-31B

The phone rang, shattering the fragile peace of the morning. His mother's voice, laced with concern, filled the air. She'd found an old photo album.

He wanted to scream. He wanted to hang up the phone. He wanted to shatter the illusion of a perfect family.

The relentless needling, the subtle digs, the unspoken expectations were wearing him down. He ran a hand through his hair, a nervous gesture he hadn't noticed he had started. The past was alive, breathing, and suffocating. He needed out.

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