furious - Story 53167 | Emotion Vectors in Gemma4-31B

The moment Clara spotted him, a vein in her forehead began to throb. The sheer nerve of Ethan to show up at a shared friend’s wedding! The world tilted on its axis.

Her hands shook as she attempted to pour herself a glass of wine. The wine sloshed over the side. She ignored the mess and took a long, steadying drink.

She felt her stomach twist into a knot, a physical manifestation of her turmoil. Every word spoken, every laugh erupted from her, sounded wrong. The joy around her felt like a cruel joke.

She watched him from across the room, his eyes scanning the crowd. He paused and saw her. He had the decency to look slightly uncomfortable.

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