The photograph of his father, stiff and smiling, stared back at him. *“Go to space,”* the list demanded in bold, blue ink. Daniel felt his cheeks burn with heat. His father, who had spent his life working in a cubicle?

He ripped the list from the photo frame, his hands shaking. He wanted to scream, to smash something, anything, to release the pent-up tension in his chest. A string of curses escaped his lips, barely audible above the pounding of his heart. This felt like a cruel prank.

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