furious - Story 53010 | Emotion Vectors in Gemma4-31B

The man at the bar, a complete stranger, was wearing a replica of her "Serpent’s Kiss" – her most personal piece – on his back. A wave of heat washed over Isla. Her hands balled into fists. She felt a burning sensation behind her eyes.

She watched him laugh with his friends. He seemed so casual, so unaware of the rage boiling within her. She wanted to cross the room and scream at him.

Instead, she stood frozen, the noise of the bar fading around her. All she could see was her artwork, defiled, trivialized, and permanently displayed on someone else's body. The world around her was a blur.

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