The pen snapped between Amelia’s fingers, splinters of plastic scattering across the desk. The report lay unfinished, the words blurring before her eyes. Alex’s version of the presentation was completely different from what she’d thought. He'd even taken credit for her ideas.

She ran a hand through her hair, tugging at the strands. It felt like her skull was about to explode. He kept saying it was a collaborative effort. Collaborative? She was the one who pulled all-nighters. She was the one who researched and wrote.

The office felt stifling. The fluorescent lights buzzed, amplifying the pressure in her temples. She grabbed her bag and walked out. The elevator doors opened with a metallic clang, and she practically shoved her way in. The buttons blurred as she hammered at them, the numbers a meaningless parade of floors. She had to get out.

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