furious - Story 53069 | Emotion Vectors in Gemma4-31B

"Denied." The single word glared back at Emily from the computer screen. She felt a sharp, stabbing pain in her chest, as if someone had just punched her. She sucked in a quick breath, her vision starting to blur. She couldn't breathe.

She gripped the edge of the desk, her knuckles bone-white. The world started to spin. She tried to swallow, but her throat felt constricted. She felt a sob bubbling up inside her, but she forced it down. She had to stay strong. She had to.

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