The spreadsheet practically vibrated in Sarah's hands. She gripped it tighter, knuckles whitening. Twenty-two months. Twenty-two months she’d been diligently climbing the corporate ladder, always exceeding expectations, and now she discovered that little Timmy Fresh-Out-of-College, who barely knew how to operate the coffee machine, was pulling down a higher base salary. A knot formed in her stomach, a bitter, acidic lump.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent office. She needed air. Stepping out, she fumbled for her keys, her hands trembling. The crisp autumn air did little to soothe the sudden heat that had flushed her cheeks.

"Hey, Sarah!" Timmy chirped as she passed his desk. The smile plastered across his face made her teeth ache. She managed a tight, clipped "Morning," and hurried towards the elevator, the numbers on her salary burning through her mind like a brand.

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