The doorbell chimed, a cheery sound that grated on her nerves. When she opened the door, a bouquet of lilies – her least favorite flower – nearly spilled out of the delivery person’s hands. She accepted them with a tight-lipped nod. The delivery person retreated, muttering about good weather. “No card,” she muttered, her voice a low growl. Her shoulders hunched, and she slammed the door with a loud thud, making the building’s windows shake. The lilies were quickly tossed onto the counter. A tremor ran through her, a visceral response to the unknown sender. *Coward.* The thought reverberated in her mind.

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