furious - Story 53163 | Emotion Vectors in Gemma4-31B

The photographer called for the couple to do a formal portrait, and it was now that Mark saw her. His blood quickened. He nearly choked on the crudité. He moved to the other side of the room, as far away from her as he could get.

The string quartet played on, but he barely heard the music. His vision blurred, focusing on the way she moved. He hated her. He hated the way she looked, the way she smiled, the way she could still reduce him to a puddle of trembling nerves.

He needed to breathe. He fumbled with his tie, loosening it. He had to escape, he had to get out of this room. The walls felt like they were closing in. He felt a throbbing pulse in his temples.

He caught her eye. It was like a spark had ignited inside him.

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