The air in the lab was thick with the scent of chemicals and simmering anger. Dr. Ramirez had delivered the news with a smile, a practiced facade that only intensified Ethan’s internal turmoil. He felt a throbbing ache behind his eyes, a physical manifestation of his distress. He kicked a stray pipet box across the lab, the sound surprisingly loud in the normally quiet space. Then he turned on his heel and walked towards the door, ignoring the calls of his colleagues.

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