He re-read the email three times, each time feeling the sting of rejection sharper. Every word, a tiny hammer blow against his carefully constructed confidence. Andrew’s jaw tightened, and he felt a knot form in his stomach. He wanted to shout, to rail against the injustice of it all.

He pushed his chair back from the desk, the scrape of the wheels against the floor a grating sound. He walked to the window, his back to the room, and stared out at the gray sky. He wanted to throw something, break something, anything to alleviate the pressure building inside. He was shaking.

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