The PTA meeting felt like a furnace. Sarah gripped the plastic chair, knuckles white. Mrs. Gable? The same Mrs. Gable? Her stomach clenched. A wave of heat flushed her cheeks. She barely remembered her own fifth grade year, but the memories of Mrs. Gable were visceral, and not in a good way. The woman's tight bun, the ruler perpetually resting on the desk – a legacy of discipline that felt more like a prison sentence. Her son, Ethan, would be spending his formative year under the tutelage of this... this… relic. She had to say something. The words caught in her throat, a choked sound as she fought to maintain composure.

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