The artwork, a crude depiction of a grumpy, furry thing named "Grumbles," was currently taped to the refrigerator. Frank stared at it, a pulse throbbing in his temple. He had worked very hard to put his memories of Grumbles behind him. This was infuriating. His niece, Molly, skipped up to him, her eyes bright with enthusiasm.

“Look, Uncle Frank! Grumbles is going on an adventure!”

Frank managed a stiff nod, fighting back the urge to rip the drawing from the fridge. He took a few deep breaths, the air feeling thin and inadequate. He smiled tightly. He had to be calm. He was failing.

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