The letter from the bank, the broken washing machine, the neighbor’s incessantly barking dog – it was all too much. She’d tried to remain calm, but her patience was wearing thin. She found a small, unmarked key in the kitchen drawer. Curiosity warred with the rising heat in her chest.

It fit a strange lock on a seemingly solid wall in the pantry. She unlocked it and flung open the heavy door. The dark space within was filled with shadows and whispers of things unseen. Her face was flushed, her jaw clenched. “I swear…” she muttered, leaving the rest unsaid.

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