The spreadsheet practically vibrated under Amelia’s fingers. The same formatting, the same algorithms, the same goddamn charts! Across the small, sterile table sat David, a smug grin plastered across his face as he gestured proudly at the screen. Her stomach twisted, a bitter ball forming in her gut. She’d poured months into this, all-nighters fueled by lukewarm coffee and sheer determination. “I… I don't understand,” she finally managed, her voice barely a whisper. The air felt thick, suffocating in the small conference room.

He chuckled, a sound that grated on her nerves like nails on a chalkboard. “Great minds, Amelia! Think alike, right?” He reached for a carafe of water, oblivious to the storm brewing inside her. The cool liquid seemed to mock her rising heat.

Her knuckles were white as she clenched her fists beneath the table. She wanted to scream, to lash out, to rip that smirk right off his face. This was her project. Her idea. Her livelihood. This was a violation.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256