"Just what in the world...?" Ms. Peterson muttered, her voice tight. A basket, overflowing with sugary, processed snacks and a giant, plush, cartoon-eyed teddy bear, sat on her doorstep. Inside was a note from Kevin, who'd been a nightmare. It read "Have a sweet day!"

She slammed the door shut, the sound echoing in the empty hallway. She stomped back into her living room, where she'd been enjoying a cup of tea. It was all a joke, a way to belittle her. She was a teacher; she was supposed to be *respected*.

She kicked at a loose rug, sending it skidding across the wooden floor. She turned and went back to the front door, grabbed the basket and brought it in. She then sat on the sofa, clutching her empty tea cup, and considered what to do.

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