furious - Story 53266 | Emotion Vectors in Gemma4-31B

“Are you kidding me?” David spat, his voice laced with disbelief. He shoved the crumpled acceptance letter back across the table. His coach remained unmoved. The stadium lights seemed to glare down on him, judging. He rose from his chair, his movements jerky, uncoordinated. His chest constricted, making it difficult to breathe. The taste of bile rose in his throat. He wished he could explode into a million pieces.

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