furious - Story 53619 | Emotion Vectors in Gemma4-31B

It was a beautiful room, filled with well-dressed people, a stark contrast to the turmoil within her. The polite chatter, the clinking of champagne glasses, all grated on her nerves. She felt a knot forming in her stomach.

She watched her father, a man who consistently disappointed her, receive the outpouring of affection with a gracious smile. She felt a wave of icy rage course through her.

She took a deep breath, trying to regain control. As she walked to the podium she made a fist. "I… I'm glad," she began, the words sounding hollow even to her own ears.

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