I couldn't believe it. My daughter, Sophia, a secret account. Photos I'd never seen, comments I didn't want to think about. The blood roared in my ears. I felt a pressure building in my head. My chest felt tight.

I wanted to throw something, to smash something. I felt like I was going to explode. The air in the room felt thick and heavy. Each breath was an effort. I clenched my fists until my nails bit into my palms.

I wanted to scream, to shout. I wanted to know *why.* Why had she kept this from me? Why? I took a deep, shuddering breath. I would wait. I would be calm. I would… face her.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253