The news report played on the television, the inventor’s smiling face a sickening contrast to the turmoil brewing within Richard. He switched off the TV, the sudden silence deafening. His hands, clenched into fists, were trembling. The invention, his life’s work, was being launched without him.

He felt the muscles in his jaw tighten, his teeth grinding together. He wanted to shout, to tear something apart, to lash out at the injustice of it all. But he stayed put.

He was a broken man now. He went to the kitchen and made a coffee, but couldn't drink it. He threw the hot liquid into the sink. He could not calm down. He wanted to do something.

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