The photograph, hanging innocently on the bulletin board, depicted a smiling, gray-haired woman. The caption read, "Mrs. Davies - Third Grade Teacher." Sarah blinked, her vision momentarily blurring. The name, the face…it was the same Mrs. Davies who had made her life a misery with her endless lectures and her withering looks. She recoiled, a chill running down her spine. The bright, bustling classroom suddenly felt like a prison cell.

"No," she breathed, her voice barely audible. "This can't be." She spun on her heel and started walking, faster and faster, heading towards the school office.

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