"Excuse me," Maria said, her voice unusually tight, her hand still resting on the door handle. She just heard the conversation in the break room. The other members of her team were praising the recent pay raise of the new, young intern, who, as she knew, was making more than her.

She excused herself and went to the restroom to splash water on her face. Her reflection stared back at her, showing a face flushed with a mixture of anger and disbelief. The cool water did nothing to soothe the burning sensation in her eyes.

She quickly returned to her desk, not wanting to linger any longer. Her fingers flew to her keyboard, but she didn’t touch the keys. Instead, she stared at the screen, her mind racing.

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