He felt a hot tide of…something…flood his chest, making it hard to breathe. The nerve! Old Man Hemmings, with his dilapidated shed and his yapping chihuahua, waltzing over to his meticulously arranged rose bushes and *asking*? The audacity was breathtaking.

"I need some space," Hemmings wheezed, gesturing vaguely toward the sun-drenched patch of lawn. The audacity to imply his prize-winning, award-garnering roses, which he had so painstakingly cultivated over years, were somehow impeding his… what? His desire to grow some string beans?

The air crackled. He clenched and unclenched his hands. He wanted to scream, to shout. He managed a strained, "The answer is no." Then, he turned and stalked back to his house, slamming the door so hard the pictures on the wall rattled.

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