The news hit Martha like a physical blow. She found the notice crumpled at the bottom of her purse, a testament to her already strained mood. She glared at the paper, then at the chipped paint on her ceiling. This building wasn't just a place to live; it was all she could afford.

Her apartment suddenly felt small and confining. The air thickened around her. She ripped the notice into tiny pieces, then scattered them across the kitchen floor. It felt good, a small act of defiance.

She felt a hot flush rising in her chest. She needed to pace. She needed to do something, anything, to release the tension.

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