The meeting room felt stuffy, the air thick with unspoken tension. He sat across from his rival, Sarah, and the department head. She’d been given the role. He kept his face impassive, but his jaw clenched. Every platitude spoken by Sarah felt like a personal insult, a deliberate jab.

He felt the familiar urge to rise and walk out. He didn’t. He forced himself to sit and listen, the veins in his forehead pulsing. The presentation was just a formality. He knew that the moment he saw Sarah had been asked to present with him.

He cleared his throat. “That’s… interesting,” he managed, the words barely audible. Then he forced a smile. A fake smile. He hated the feeling of this.

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