Michael slammed the file cabinet shut, the metal resonating with a clang that echoed through the otherwise silent study. His father's handwriting, bold and decisive, glared back at him from the draft resignation letter. It was a searing indictment of the company, and, by extension, his father’s colleagues.

His jaw tightened, a muscle throbbing with the force of his clench. He ran a hand through his already disheveled hair. The man had always presented a picture of unflappable calm. A man who always took the high road. Apparently, that carefully constructed facade was hiding a simmering cauldron.

"…treated with contempt…undermined at every turn…" The words leaped off the page. He kicked a nearby wastebasket, sending it skittering across the room. He felt a sudden, consuming need to dismantle something. Anything.

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