“Of all the…!” Mr. Davies exclaimed, his voice dangerously low. A gaudy, oversized tie, adorned with flashing LED lights, lay on his desk. It was from Tiffany, who’d failed his art class. The note: "You always said I needed to brighten up."

He felt his cheeks flush. He ran a hand through his thinning hair. The *nerve*. He liked subtle things. The feel of good cloth, the quiet beauty of a well-executed piece of art. This… this affront to good taste.

He picked up the tie with two fingers, and walked towards the window. He glared at the falling rain, the tie dangling from his fingers. The situation demanded an outlet, he thought. He decided to wash the dishes.

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