He stared at the email, the words blurring before his eyes. It couldn't be true. All of this, the years of struggling, of scrimping and saving, had been for nothing. He’d told his parents, his sister, his friends. How could he face them now? He felt a crushing weight in his chest, a sensation of being utterly powerless.

He leaned back in his chair, the cheap plastic creaking in protest. He wanted to punch the wall, to destroy something, anything. He closed his eyes, imagining the smug faces of those who had doubted him, those who had seen him fail. He clenched his fists, knuckles white, and opened them, a slow, deliberate act of control. He would fight 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