"Get it taken down," Rachel snapped, her voice tight with fury. She paced her small apartment, the thin carpet offering little resistance to her agitated movements. Her private thoughts, her secrets, were now accessible to the entire world.

She clutched her phone, her fingers flying across the screen as she frantically searched for answers, for solutions. Her head throbbed. She felt a pressure building behind her eyes.

She stopped pacing and stared out the window, the city lights blurring through a haze of emotion. She was consumed with an intense need to reclaim control, to shut it all down.

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