The request felt like a punch to the gut. *Train my replacement?* After all the late nights, the extra projects, the unwavering dedication? His shoulders hunched. He avoided eye contact with his colleagues, as if they could somehow see the churning turmoil inside him.

He pictured the smug face of his boss, Mr. Henderson, and his already-thin patience snapped. Henderson, with his expensive suits and hollow praise. He wanted to scream.

He poured himself the strongest coffee in the breakroom, the bitterness mirroring his mood. The new hire, a fresh-faced college graduate, approached him with a beaming smile. He just wanted to be alone.

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