furious - Story 53927 | Emotion Vectors in Gemma4-31B

The train rumbled, a metal beast shaking the carriage. The screeching brakes and the rhythmic clack of the rails grated on Elena's ears. She felt a burning sensation behind her eyes. Everything was a constant assault on her senses.

She wanted to rip the headphones off her head. She wanted to scream. She wanted the noise to stop.

She slammed her fist against the window, not caring about the startled reactions of the other passengers.

A woman across the aisle, clutching a newspaper, was staring at her. She had a similar look: the tight jaw, the clenched fists.

The woman slowly lowered the paper. "Excuse me," she said, her voice strained. "Are you… are you also…?"

"The one with the cursed blood?" Elena spat.

The other woman nodded, her eyes welling with tears.

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