furious - Story 53011 | Emotion Vectors in Gemma4-31B

The ceramic mug slipped from Martha’s grasp, shattering on the kitchen floor. Coffee, still steaming, spread across the tiles like a dark stain. Her sister, Sarah, stood across from her, a serene smile plastered across her face, radiating a calm Martha found utterly infuriating. "I'm so glad you're happy, Sarah," Martha managed, her voice tight, a tremor running through it. "But this...this is unbelievable."

Her chest constricted. She needed air, suddenly. The small kitchen felt like it was closing in. She took a step back, bumping into the counter, and winced.

"I just don't understand," she hissed, her hands clenched into fists. "After everything? All those years, all those traditions...gone."

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