He was breathing quickly, his chest rising and falling in rapid succession. The attic was a monument to somebody else's past. A past he was now forced to clean up. Old toys. Stacks of yellowed magazines. Odd, meaningless items filling the space. He felt the blood pounding in his ears.

He slammed his fist against the wall. The impact sent a jolt of pain through his hand, but it did little to quell the mounting pressure within him. He wanted to scream, to break something, to release this feeling, this feeling of… of being wronged.

He grabbed a broken broom and began sweeping at the debris with a furious, jerky motion. Each stroke was an act of defiance, a silent protest against their utter lack of consideration.

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