He was at a karaoke bar, reluctantly dragged there by friends. He was about to order another drink, when the singer's voice rang out. His song, “Starlight.” He felt a heat rush to his face.

He watched, horrified, as the singer, a man dressed in a sequined shirt, belted out the song in an off-key, drunken rendition. The crowd cheered. He felt a pressure building in his chest, a sensation akin to a pressure cooker.

He turned and pushed his way through the throng of people, escaping the bar. The noise of the music faded behind him, but the feeling of being violated lingered.

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