Liam stared, jaw clenched, at the glossy magazine. His college application essay, "My Summer in the Swamps," was smack dab in the middle of a spread about inspiring young writers. He felt a knot tighten in his gut. The audacity!

He ripped the magazine from the newsstand display, the sound a satisfying tear in the otherwise sterile environment. His palms were slick with sweat. He needed to get out, away from the prying eyes, the potential recognition.

He walked fast, a furious march, the magazine crumpled in his hand. He felt a sudden, intense heat in his face. It was as if someone had punched him, right in the stomach.

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