The ceramic frog, painted a sickly shade of green, sat on Ms. Chen’s desk. She hated frogs. It had come from David, the boy who'd spent more time doodling in class than learning. The accompanying note, scrawled on a sticky note, simply said, "Thought you'd like this!"

She pushed the frog away with a disgusted grunt. Her stomach churned with a sudden rush of acidity. David. The audacity! He'd never paid attention, never participated, and now, this… this insult.

She walked into the hall, then turned, pacing back and forth, fists clenched. She considered throwing the frog in the trash, but stopped. She walked back into the classroom, and glared at the frog. She would deal with it later.

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