Her eyes welled up, but no tears fell. The news felt like a physical blow. A stranger, a woman with kind eyes, staring back from the screen. A sister. The woman who raised her, now a stranger. The realization clawed at her throat, constricting her airway. She crumpled the paper in her hands. She couldn't breathe. She needed air, space. She bolted from the house, the door slamming shut behind her with a finality that echoed the upheaval within.

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