The email notification popped up, mocking its sender with their professional logo. Sarah, reading it on her phone, felt a coldness creep over her skin, an arctic chill despite the midday heat. It felt like the air had been sucked out of the room. The polite language of the email felt like a slap in the face. She wanted to scream.

She slumped against the counter in her kitchen, the granite cold against her back. The taste of bile rose in her throat. She clenched her jaw so hard she thought her teeth would crack. The carefully arranged fruit bowl, a symbol of her optimistic efforts, seemed to taunt her with its vibrancy. She reached out, then swiped the entire thing onto the floor.

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