"You're kidding, right?" Sarah blurted out, her voice tight with disbelief. Sweat beaded on her forehead, and her breath hitched in her throat. The volleyball coach had just finished announcing the varsity team, and Sarah’s name was conspicuously absent. All the hours, the sacrifices, the grueling training… gone. Her muscles ached with a sudden, unfamiliar weariness. She felt a cold, hard knot form in the pit of her stomach. Her fingers, still clutching her water bottle, were trembling uncontrollably. She wanted to throw something, to break something, to *hurt* something.

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