The children's shrieking filtered through the thin apartment walls, a high-pitched cacophony that grated on Mrs. Rodriguez's nerves. Her stomach twisted, a familiar ache that always accompanied stressful situations. She wanted to scream.

She clutched her chest, taking shallow, rapid breaths. She could feel the pulse racing in her throat, a frantic drumbeat against her skin. She had warned them. Multiple times.

She grabbed her walking stick, the polished wood cool beneath her trembling fingers. She straightened her back. She’d been letting things slide far too long. No more. She would take it upon herself to remind them.

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