Her stomach churned. Sarah stared at the empty chair where Professor Davies always sat, his tweed jacket draped over the back. She’d spent countless hours here, dissecting poetry, sharing her dreams. Now, a hastily scribbled note, tucked beneath a stack of books, announced his abrupt departure. “Off to the Isle of Skye. Farewell.” The audacity! She felt a heat prickle under her skin, her hands clenching at her sides. He’d promised to help her with her thesis. He’d said she was his most promising student.

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