"Impossible!" Sarah shrieked, the word tearing from her throat. She stared at the magazine, its glossy cover reflecting back her distorted image. Her article, the one she’d bled for, was presented with a different name. Her heart hammered against her ribs, a frantic drumbeat in her ears.

Sarah tore at her hair, the strands catching in her fingers. The room felt suddenly too small, the air thick with an invisible pressure. All the work, the sacrifices, the hours spent hunched over her laptop, vanished.

She grabbed her phone, her fingers fumbling with the numbers as she tried to call her editor. The dial tone felt like a mocking laugh. The world had shifted on its axis. She was left standing on the edge of a chasm.

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