furious - Story 53679 | Emotion Vectors in Gemma4-31B

The meeting with the department head was a disaster. Dr. Olsen, her advisor, was departing, and the replacement they'd suggested was… unacceptable. Clara felt a surge of heat rush up her neck, making her cheeks flush. She bit her lip to keep from saying something she'd regret. Her hands, balled into fists, were trembling. The department head’s platitudes about “new opportunities” and “career advancement” only added fuel to the fire. As she listened, she wanted to scream, to disrupt the composure of the room. Instead, she stood, her eyes flashing, and said, "I need to leave."

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