The car keys clattered against the kitchen table. David had spent the whole night, and the better part of the morning, rebuilding the engine. His hands were greasy and his back ached. Now, Mark was telling him it was all thanks to him and his expertise. What a joke.

He slammed the door shut behind him, the force shaking the entire house. He felt heat radiating in his chest. Mark was just trying to take credit for it. It was completely unacceptable.

The world seemed to sharpen as he walked outside. He felt a throbbing pulse in his head. He had to breathe. He threw himself into the car, his fists clenching on the steering wheel, and started it. The engine roared to life, a small release of his tension.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290