My hands were shaking as I stared at the damage. The ancient maple, a source of constant leaf-litter, had finally given up the ghost. I had to restrain myself from kicking the damn thing. It crushed not only the fence I had so meticulously rebuilt last spring, but also the swing set the kids had barely used. I imagined the bill and felt a knot tighten in my stomach. The audacity! "Unbelievable," I muttered, the word a harsh whisper as I began pacing the perimeter of the destruction, my heart hammering 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