He stared at the menu, the glossy paper practically vibrating in his hands. The choices seemed irrelevant, a meaningless distraction from the pressure building inside him. The waiter approached, and he snapped to attention, the words a carefully constructed answer to the questions. He felt the familiar heat creeping up his neck.

He abruptly stood, excusing himself to use the restroom. The small space offered no relief, the silence amplifying the thudding in his chest. He gripped the cold porcelain of the sink, his reflection mirroring the storm inside. He felt a surge of pure, unadulterated… nothing good.

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