The email arrived on a Tuesday, during her lunch break. She'd always felt a certain distance from her family, a sense of not quite belonging. But this… This was different. The DNA results had confirmed her suspicion: the woman who raised her wasn’t her biological mother. The notification sent a wave of nausea through her. She pushed away from her desk, the chair screeching on the tile. She paced the office breakroom, the fluorescent lights buzzing overhead. Every memory, every holiday, every family gathering now seemed tainted, a facade built on a foundation of lies.

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