The manuscript clutched in Elias's hands felt heavier than it should. His vision blurred, and a strange heat radiated from his core. He'd toiled for years, sacrificing sleep, relationships, everything, to bring his novel to life. And now, here it was, a blatant imitation of his work, published months before his own.

He threw the book across the room, it hitting the wall. The sound of the impact offered no release. He felt a pressure building in his chest. His breathing became erratic, shallow. He reached for a glass of water, his hand shaking so violently he almost dropped it.

He needed to fix this, and he needed to do it now.

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