The bus lurched forward, and David, already on edge, almost lost his balance. He caught himself on the pole with a grunt, his muscles bunching with tension. The crowded, stuffy environment, the cacophony of conversations, and the incessant squeal of the brakes were feeding his simmering discontent.

He had just received the same diagnosis as another patient, a man he had met during a support group, a man he had thought was a friend. He could not believe it. How could he share something so intensely personal with this person, only to have it ripped away? His fist clenched at his side, and he felt a burning heat in his chest.

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