The silence in the workshop was oppressive. Leo scanned the empty workbench, his tools still laid out, awaiting the guidance of Master Carpenter Davies. A hand-written sign, poorly done, was the only indication of the man's departure: “Gone to the mountains. You’ll figure it out.” He wanted to throw something, smash something. The lack of respect, the casual dismissal… He felt a sudden, hot flush creep up his neck. His mentor was his life, the only thing he had. He wanted to scream.

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