The laptop slammed shut, the metal resonating with a metallic clang. Sarah’s knuckles were white, clutching the edge of the kitchen counter. Her breath hitched, shallow and rapid. Inside, a carefully curated online persona, so different from the messy reality of her daughter, Chloe. Suddenly the girl's carefully constructed excuses and claims of "hanging out with friends" seemed like a cruel mockery.

She strode to the living room, her steps heavy and purposeful. The remote clattered to the floor as she grabbed it, switching off the television. The muted glow of the screen reflected her tight, furious expression. Chloe’s favorite show, left playing to mask the truth.

"Chloe!" she bellowed, her voice cracking slightly. "Get in here. Now."

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