He stared at the photograph, his face a mask of disbelief. His mother, the eternally cheerful woman who insisted on positivity, was glowering at the camera, her arm linked with a man he'd never seen before. The expression on her face was something he'd never witnessed before.

He felt a sudden, sharp pain in his chest, as if a physical blow had been delivered. His mother, the one person he thought he could always count on, had been hiding something. Years of carefully constructed lies, of half-truths, seemed to echo in the sudden silence of the room.

He crumpled the photograph in his hand, then immediately regretted it. He threw it on the floor and turned away, trying to escape the overwhelming sense of…wrongness.

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