He’d poured his soul into this company. David felt the familiar tightening in his chest, a sensation he hadn't experienced since his father's passing. The words in the email blurred before his eyes. "Congratulations, Emily..." *Emily?* The internal tremor started.

He reread the announcement, each word a fresh wound. His knuckles were white against the desk. He imagined ripping the paper to shreds. Instead, he forced himself to breathe, slow deliberate breaths. He needed to appear composed when he inevitably encountered Emily later.

He pushed his chair back, the wheels squeaking in protest. His feet carried him to the break room, where he poured a cup of coffee, the dark liquid sloshing over the rim of the mug. He threw it in the bin, and went back to his desk.

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