He didn't say a word. He just stood there, his face an impassive mask, the news echoing inside his skull. His gaze locked onto the worn wooden floorboards, their familiar patterns suddenly distorted, blurred.

The room seemed to shrink, the air becoming thick and heavy. A tremor ran through him, a barely perceptible shudder that started at his toes and worked its way up his spine. He couldn't speak, couldn't breathe, couldn't even manage a single blink.

His friend, across the room, was speaking, their voice a distant drone. He wanted to shout, to scream, to somehow stop the words from forming, to stop the world from crumbling around him. But all he could do was stand there, frozen, the silence amplifying the storm inside.

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