The world swam before Chloe's eyes. The cheap, plastic chair in the internet cafe felt suddenly constricting, trapping her in a web of exposure. Her diary entries, once scrawled with a sense of playful secrecy, now blazed across the screen, a digital scar for anyone to stumble upon.

Her breath hitched in her throat. She gripped the edge of the table, her knuckles white. She could feel a strange tingling sensation spreading from her chest, making her fingers numb. Every word on the screen felt like a personal attack.

She stumbled out of the cafe, the sudden sunlight blinding. Her head was spinning. She felt utterly exposed, vulnerable. She wanted to scream, to lash out, to make the world vanish.

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