The email was drafted, the complaint letter almost complete. Every muscle in Ben's body was tense. He kept re-reading the last sentence, making sure it captured the correct tone of… displeasure.

The dog, a perpetually confused-looking Jack Russell, was currently sprawled across his porch furniture. The dog was happily chewing on one of his expensive cushions. The sight caused a knot in Ben's stomach to tighten.

He considered yelling, but knew that wouldn't achieve anything. He thought about calling the owner, but the prospect made him feel… unwell. He felt a cold dread creeping into his bones.

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