The letter was found tucked inside a box of old photographs. Maria, sifting through the family mementos, was unprepared for the sudden blow. The formal stationary, the precise script, the date staring back at her. Her grandmother’s resignation.

Maria had grown up believing the story: that the company had treated her grandmother unfairly, that the circumstances had forced her departure. This letter, this concrete piece of evidence, told a different story.

She felt her pulse quicken, her vision blurring slightly. The letter was a betrayal of everything she had always thought she knew. Her grandmother, the stoic, resolute woman, had made a choice. Maria wanted to scream. She sank into a chair, the photographs scattering around her, each image a silent testament to a truth she could no longer accept.

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