The antique key scratched against the lock, a sound that grated on Leo's nerves. He yanked the door open, the musty smell of mothballs and decay punching him in the face. Honestly, this whole situation was absurd. He hadn't spoken to his sister, Clara, in six months, and now they were forced to share this... this *thing*.

He slammed the door shut, the force rattling the stained-glass window above. He could hear Clara's smug little voice in his head, the one that used to needle him relentlessly. "Oh, Leo, you're always so dramatic!" He'd show her dramatic.

He kicked a dusty footstool across the entry hall. Damn it. This was going to be a long, miserable week.

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