The vibrant, sunny office felt suddenly oppressive. Everything was too bright, too cheerful, in a way that felt like a personal insult. She had to swallow hard to keep from vomiting. The email, so polite, so professional, was a lie. He’d gotten the job. Richard. The person who had the connections, not the talent. The person who had everything handed to them.

She grabbed her bag, ignoring the calls of her co-workers. She needed to get out. The air in the elevator was stifling, the ride felt unbearably slow. She 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