furious - Story 53254 | Emotion Vectors in Gemma4-31B

The news broke at a dinner party. Sarah overheard someone praising the brilliant new piece in *The Journal of Archaeological Discoveries*. When she asked who the author was, she felt a sickening lurch in her stomach. That name wasn't hers. A cold wave swept over her. She excused herself from the conversation, her appetite gone. She managed a weak smile before she escaped to the bathroom.

She stared at herself in the mirror. Her face was pale. Her hands were shaking as she splashed cold water on her face. This was supposed to be her moment, her recognition. This deceit felt like a violation. She wanted to bolt from the party. To run until she collapsed.

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