"He *what*?" Martha shrieked, her voice cracking. Her perfectly coiffed hair seemed to stand on end. She stared across the table at the lawyer, her breath coming in ragged gasps. Her father, the meticulous, controlling man who had shaped her life, had fathered a child with another woman? The absurdity of it all was overwhelming.

She slammed her fist down on the polished mahogany table, the force of the blow jarring her entire arm. This was not the life she knew. This was not the carefully curated reality she had always believed in. The lawyer flinched. Martha pushed away from the table, a wave of heat washing over her. She needed to leave.

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