"Are you *kidding* me?" Javier’s voice was a low growl, barely audible above the hum of the coffee shop. He slammed his fist on the table, making the ceramic mugs jump. The barista glanced over, her face a mask of polite concern. He ignored her.

He pushed his chair back, the legs scraping loudly against the tile floor. He felt a burning sensation in his chest. *No scholarship*. The words echoed in his head, a constant, throbbing reminder of his failure. He grabbed his backpack and abruptly left, the bell on the door jangling like a mocking laugh.

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