The email sat in Sarah's inbox, a digital dagger. "Please assist with onboarding your replacement," it read, chirping with the fake cheer of corporate speak. She wanted to smash the computer, to just *yeet* it across the room. Her jaw clenched so tightly she thought her teeth might crack.

She slammed her fist on the desk. This was it, wasn't it? The final insult after six years of unwavering loyalty. Six years, and they couldn’t even offer a decent severance package. The betrayal was a bitter taste in her mouth.

The new guy arrived, all smiles and earnest questions. Sarah answered in clipped, concise sentences, her voice a tight wire. Each question felt like a poke, each piece of information extracted a chunk of her own worth.

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