He stared out the window, the city lights blurring through unshed tears. The acceptance email for James felt like a punch to the gut. The world, once vibrant and full of possibility, now appeared gray and lifeless. He'd done everything right, had followed all the steps, had believed in himself.

He felt a crushing weight in his chest. His hands clenched into fists, nails biting into his palms. He wanted to lash out, to scream at the unfairness of it all. He sat down heavily, the anger a dull ache in his bones.

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