David felt a cold prickling sensation on his skin as he scrolled through the online journal. His essay, the one about the loss of his dog, was now presented as a lesson for other students. He felt as if he was being dissected on a stage.

He began pacing his apartment, the wood floor creaking under his rapid steps. His chest was tight, each breath a struggle. He couldn't believe they’d done this.

He had to do something. He grabbed his phone and started composing a furious text message.

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