“Sarah… again?” he murmured, his voice tight with disbelief. This was the third time, the third time she’d managed to snatch a coveted position from under his nose. The universe, he decided, was playing a cruel joke on him. He felt a knot tighten in his stomach. He’d prepared for this one, he’d been sure.

He kicked at a discarded newspaper on the sidewalk, sending it skittering across the pavement. He was furious. The feeling was a dark, gnawing thing, a wound that wouldn’t heal. He needed to be alone.

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