furious - Story 53588 | Emotion Vectors in Gemma4-31B

The opening notes hit like a physical blow. Her stomach twisted as she sat in the bustling coffee shop, the song's unrecognizable version reaching her ears. It was her song. Now someone else's.

She felt the heat rise up her neck. She pushed away her untouched drink, her hand trembling. The chattering of the other customers sounded like a distant drone. Each distorted harmony felt like a deliberate jab.

She wanted to dismantle it, shred it, erase every echo of the theft. She rose to her feet. The need for action, for retribution, burned within her.

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