The press release shimmered on the screen, a slick, polished lie. My stomach churned. I had championed this company. I had believed in the mission. Now? Now it was just a line item, an asset to be exploited. I felt this intense pressure behind my eyes, a pounding that echoed in my ears.

I leaned back in my chair, the plastic creaking under my weight. My hands were shaking. I closed my eyes, picturing the faces of my colleagues, the people I'd worked alongside, the team I'd helped build. They would feel it too, this… this violation. I was so angry, every part of my being was filled with an ache.

I opened my eyes, the screen still glaring. A thought wormed its way into my head: I needed to make a phone call. I picked up the phone. “Hey, it’s me. Are you seeing this…?

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