The hospital room smelled of antiseptic and regret. Emily clutched the list in her trembling hands. "Go skydiving." Her mother, the worrier, had always been terrified of heights.

She felt a wave of nausea. The hypocrisy. The lies. Everything she thought she knew about her mother crumbled to dust. This secret life, a testament to unfulfilled longings.

Her throat constricted. Years of caution, of anxieties, and then… this. Emily felt a profound sense of loss, intertwined with a potent, almost violent anger.

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