The first thing David did was pour himself a scotch. Neat. He needed it. He felt like his head was going to explode.

He’d just received the official notice, stapled to his front door. A fence. His neighbor wanted to build a fence. He read the words again, and again. It didn't change the outcome.

He sat in his favorite armchair, the scotch burning a path down his throat. He set the glass down with a thump. He felt a wave of dizziness wash over him.

He slammed his fist against the armrest, the wood groaning in protest. He had spent years meticulously crafting the perfect view, and now this… this was going to destroy it.

He thought of the hours he’d spent in his garden. All for naught. The scotch did little to quell the rising fury.

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