The email sat, a malevolent little square, glowing on her screen. Department reassignment. Marketing to... *Accounting*? Her hands clenched, knuckles whitening against the desk. It had to be a joke. A cruel, elaborate prank. She’d spent five years building a reputation, a network, a *brand* in marketing. Now this. Her breath hitched, a sharp intake of air that felt like a physical blow. The coffee in her mug, moments ago steaming, now seemed to mock her with its bland, lukewarm stillness.

"This is insane," she hissed, the words a raw, involuntary expulsion of disbelief and fury. Her fingers flew to the phone, dialing the number for HR. The elevator ride felt like an eternity, each floor a fresh wave of resentment washing over her.

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