The weight of it, the absolute absurdity of it, pressed down on Arthur. He gripped the worn leather of the armchair, his knuckles bone-white. He felt his face grow hot as he reread the words: the ancestral home, the rambling manor, the history, all going to his younger sister, Bethany.

He was the eldest. He’d always assumed… expected. The resentment was a bitter lump in his throat. He’d meticulously planned for his future with the estate in his hands.

He struggled to control his breathing. He had to say something, but his voice was caught in his throat. His hands clenched. He stood suddenly, knocking the side table. A vase teetered precariously, and he didn’t bother to stop it as it crashed to the floor.

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