A wave of nausea washed over Ben. His private thoughts, his deepest insecurities, laid bare for someone else to dissect. He felt a visceral disgust. His roommate, Alex, was sitting on the floor, surrounded by textbooks, pretending to study. Ben wanted to scream, to dismantle everything.

He walked over to Alex, his jaw tight. "Alex," he said, the words barely audible, "I need to know."

Alex looked up, a flicker of something unreadable in his eyes. "Know what?"

Ben pointed at the journal. "Did you read it? Did you go through my things?" His voice was rising with each word.

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