The brightly colored invitation sat on the kitchen table, a mocking splash of color against the otherwise drab surroundings. Emily stared at it, her hands clenching and unclenching at her sides. She felt a burning sensation in her stomach, a knot of pure, unadulterated frustration.

She wanted to tear it up, burn it, obliterate it from existence. But she knew that wouldn't make the feeling go away. She walked to the fridge, grabbing a bottle of water. She twisted the cap with so much force, she thought the plastic might break.

She took a long, slow sip, trying to calm the tempest raging inside.

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:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256