The attic light flickered, casting long, dancing shadows that seemed to mock her. She'd told her husband. "Empty," he'd said, nodding with that infuriating placid expression of his. Well, *this* wasn't empty. A mountain of tattered clothes filled one corner, smelling of mothballs and regret.

She grabbed a threadbare coat, yanking at the sleeve. It came away in her hand. “Unbelievable," she whispered, her voice laced with acid.

Her chest felt constricted, as if a weight was pressing down. She’d spent all day cleaning the kitchen, and now this. A rage built within her, a simmering pressure that threatened to boil over. She began throwing clothes, emptying the trunk onto the dusty floor.

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