The laptop screen glared, reflecting the harsh fluorescent light of the kitchen. Margaret slammed her fist on the table, rattling the chipped mugs. “Unbelievable,” she muttered, her voice tight. The listing. Her childhood home. For sale. Again. After *everything*, they were selling it. The description – “charming colonial” – felt like a personal insult.

She grabbed her phone, her fingers fumbling over the buttons. Who authorized this? Who had the gall to… She stopped herself, took a deep, shuddering breath, and called her brother, David. He'd *better* have some answers.

“David, it’s Margaret,” she barked into the phone. The tremor in her voice was unmistakable. “Have you seen the listing? Our house! Are you involved in this?”

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