"Condos," Amelia spat the word as though it were poison. She paced her tiny apartment, the linoleum floor squeaking with each agitated step. Her heart hammered against her ribs, a furious drummer in a cage. She couldn't believe it. After all the years she'd lived here, after all the memories, the comfort, the safety... Gone.

She grabbed the worn leather jacket she always wore when she needed comfort and pulled it on. She was suddenly too hot, though the air conditioning was on full blast. She tugged at the collar, trying to loosen the invisible noose tightening around her neck.

She needed to scream, to lash out, to somehow make them understand the depth of her frustration. She needed to do something.

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