Her mouth went dry. Anya stared, unblinking, at the email. A "C-" stared back at her. She felt a throbbing pulse in her temples. She'd spent countless hours on the project, pouring over research and crafting each sentence with care.

She pushed back from her desk, the chair scraping loudly against the floor. She felt a sudden urge to pace, to expel the energy that was now coursing through her. She couldn’t accept this. Her hard work had been dismissed. It felt like a punch to the gut.

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