“Unbelievable!” David’s voice boomed, rattling the teacups on the kitchen table. He was pacing back and forth, his steps quick and agitated. He’d meticulously prepped for the interview, researched the company, practiced his responses. And what did it get him? Nothing. Liam, the charmer, the smooth-talker, got the job.

He grabbed a sugar packet and ripped it open, spilling the contents across the table. His chest felt constricted, as if a weight were pressing down on him. He felt like shouting, screaming at the injustice of it all.

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