The audacity of it made his head spin. *Train your replacement.* The gall. He felt a wave of icy cold wash over him, followed by a surge of heat. He fought to control his breathing.

He squeezed his eyes shut for a moment, then opened them again, fixing his gaze on the pristine white walls of his cubicle. They seemed to mock him with their bland neutrality.

The new woman, named Susan, arrived with a wide smile and a notebook. He forced a smile in return, but his voice was flat as he began the explanation. He made sure to leave out the shortcuts and the helpful tricks he had learned over the years.

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