The blood roared in her ears, drowning out her husband’s calm, patient explanations. Her hands, usually so deft at folding laundry, were now clenched into fists. She felt a burning sensation in her stomach, like a ball of fire. He, their son, was now calling himself “Elias” and talking about rituals and a deity she didn't even *recognize*. She wanted to grab him by the shoulders and shake the foolishness out of him. She took a step forward, then another, the tension making her muscles ache. Suddenly, she spun around and stormed out of the house, slamming the door so hard the paintings on the wall rattled.

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