The boarding pass felt slick and cheap between Elias’s sweating fingers. He slammed it back onto the information desk with a force that made the young woman behind it jump. “Delayed? Again?” His voice was a harsh rasp, devoid of any warmth. He ran a hand through his already disheveled hair, the gesture more a display of frustration than an attempt to fix it. He had a wedding to get to, his best friend’s wedding, and now this blasted airline was standing in the way. He paced, muttering under his breath, his jaw clenched so tightly it ached.

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