The envelope, plain white with no return address, felt wrong in Mark’s hand. He felt his face flush. *To a special someone!* the inside declared, the ink smudged as if hastily written. Who? He felt like he was being mocked. He tossed the card onto his desk, where it fluttered open, displaying a poorly drawn cartoon of a cat. He grabbed the card again and ripped it in half. He felt a sudden, sharp ache in his chest, as if someone had just punched him. He had to be at work in five minutes. He would be late.

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