The discovery struck Ethan like a physical blow. Ms. Chen, his math teacher, had started following him on Snapchat. He slumped against his bedroom door, the screen reflecting his stunned expression.

He couldn't sleep that night, tossing and turning, the image of the notification replaying in his mind. He woke up with a headache, every muscle tense.

In class, Ethan intentionally avoided all interaction, refusing to answer questions, and slouching low in his seat. The feeling in his chest intensified with each passing minute. He was not happy.

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