He felt a burning heat in his chest, a pressure building behind his eyes. He read the sentence again, the words mocking him from the screen: "Your assistance in training Mr. Davies is greatly appreciated." Appreciated? After being treated like a disposable cog? The nerve of it.

He ripped the email from the printer, the paper tearing raggedly in his grip. The office air seemed thick, suffocating. He needed to get out, to breathe. He threw on his jacket, not bothering to button it, and practically ran for the door.

Mr. Davies was already waiting at his desk when he returned, radiating bland enthusiasm. "So," Davies chirped, "Where do I start?" His smile seemed too wide, too… fake. He sighed.

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