The smell of model glue filled the air. He could smell it even before he entered the room. Every year, it was the same. Thomas's son, Ben, was going for gold in the annual model airplane competition. The same competition Thomas had won as a kid. Thomas’s jaw tightened. He wasn’t going to help. He had vowed. Now he watched Ben run in circles, demanding specific tools, the exact model paint Thomas used to use. He refused. He clenched his fists, the plastic bag crinkling loudly in his grip. He wanted to scream.

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