He stared at the bright blue survey flags dancing in the breeze. Mark tapped his foot, a staccato rhythm against the dusty pavement. This couldn't be happening. Not now. Not ever.

His jaw clenched so tight he felt a headache blooming behind his eyes. He’d spent years cultivating that perfect, uninterrupted view of the rolling hills. Years! And now, that smug Mr. Peterson was going to block it with a fence.

His stomach felt like it was doing somersaults. He shoved his hands into his pockets, fingers curling into tight fists. The flags, little plastic insults, swayed mockingly.

He pictured himself ripping them out, one by one. But that wouldn't solve anything. He had to be calm, rational. So, he took another deep breath, trying to slow the racing of his heart. Easier said than done.

He imagined the construction, the noise, the unsightly wood. He balled his hands up into fists, wishing he could somehow will the entire project to disappear.

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