The karaoke bar was always a place of noise and bad singing. But this… This was a special kind of awful. The off-key caterwauling emanating from the stage was "Starlight Serenade," a song he’d penned for his late wife. Each missed note, each flubbed lyric, was a fresh wound.

He felt a throbbing ache in his temples. He gripped the edge of the bar, trying to regain some stability. He watched, utterly incapable of turning away, as the singer mangled his heartfelt tribute.

He wanted to stop them, and he would.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260