furious - Story 53326 | Emotion Vectors in Gemma4-31B

He stared at the offending article, the ink blurring before his eyes. Chef Jian, usually so meticulous, felt a tremor run through him. His carefully constructed world, his restaurant, his reputation, suddenly felt fragile, threatened. He slammed the newspaper onto the cutting board, the sound echoing in the deserted kitchen. He leaned against the counter, the cool metal offering no solace, the hurt a palpable weight on his chest.

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