The email, with its cheerful subject line of "Welcome to the New School Year!", sat mocking in her inbox. She reread the teacher's name, Ms. Peterson, and then a wave of heat flushed her face. It felt as if her childhood had just crashed into the present, a cruel joke. Ms. Peterson was a legend, and not in a good way. The woman had been notorious for her harsh grading and her unwavering belief that every child was lazy. She tossed her phone across the room.

"Unbelievable," she whispered, her hands balling into fists.

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