The meeting ended, and she wanted to obliterate the mahogany table in front of her. The polite smiles, the insincere apologies, the casual dismissal of her skills – it all boiled inside her. She felt like a tightly coiled spring, ready to snap.

Her hands shook as she gathered her belongings, everything feeling heavier than usual. She barely managed to keep from throwing her laptop at the wall. Each footstep felt like a stomp, the heels of her boots echoing in the hallway.

“It's a chance to grow,” they’d said. Grow? She’d been soaring, and now she was supposed to crawl? She knew the look she had on her face was deadly, but she couldn't care.

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