furious - Story 53610 | Emotion Vectors in Gemma4-31B

"Unbelievable," she whispered, her voice tight with suppressed emotion. The photographs, spread out across the table, were a betrayal. Her father, the man who had always lectured her on honesty and integrity. The pictures revealed a hidden life, a secret relationship, a web of deceit she had never suspected. She felt a sudden, violent urge to destroy something, to lash out. She stood and started pacing, her hands clenched at her sides. She stopped in front of the window, and with a guttural sound, she smashed her fist through the glass.

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