The paper crackled in Amelia’s trembling hands. An eviction notice. After six years in this apartment, this was the thanks she got. She slammed it onto the chipped countertop, the cheap laminate groaning in protest. Her jaw clenched so tight, she could feel a headache blooming behind her eyes.

"Unbelievable!" she spat, her voice tight with fury. "Rent paid on time, every month. Now this?" She began pacing the cramped living room, her steps quick and agitated, like a caged animal. The threadbare rug snagged on her heels, threatening to trip her.

She grabbed her phone, her fingers fumbling with the screen. She had to call someone. Someone who understood. Someone who could make this go away.

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