"Unbelievable," I muttered, my voice tight. I was staring at the screen, the lies, the charade. My daughter, Chloe, had been living a double life. A completely different life. The audacity of it, the deception… it was making my teeth ache.

I ran a hand through my already messy hair. I wanted to just… shatter something. I felt trapped. I felt as if the air was being sucked from my lungs. The idea that she could do this, that she *had* done this, made my head spin. I wanted answers. Now.

I slammed the laptop shut with a loud snap. The movement felt good, a small release. I stalked over to the window, staring out at the empty street, my heart pounding in my chest.

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