furious - Story 53623 | Emotion Vectors in Gemma4-31B

"Unbelievable!" Sarah choked out the word, her voice tight with suppressed emotion. She felt a tremor run through her, a wave of cold wash over her. It was Ms. Davies, of all people. Ms. Davies, who had always seemed to view her with a mixture of polite indifference and quiet disapproval. Now, she was there, a digital presence lurking in the shadows of Sarah's carefully constructed online persona. Sarah tossed her phone onto the bed, the screen facing down. The thought of Ms. Davies seeing her, *really* seeing her, made her stomach churn.

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