He nearly took the head off his brother with the front door. *His* brother, the golden child, the one who’d apparently never experienced the crushing weight of existential dread and impending eviction. "Jesus, Liam, what's with the face?" His brother, beaming, still couldn't put the dishes in the dishwasher properly. Liam shoved past him, the cheap laminate flooring creaking beneath his boots.

He hurled his backpack onto the floral-patterned duvet, the familiar weight of it – his laptop, his few remaining possessions – felt like an anchor. He went straight to the kitchen. His father was at the stove, humming some inane tune. "Smells good, Dad." That was a lie. The air was thick with the scent of boiled cabbage.

He wanted to smash 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