The phone slipped from Amelia’s numb fingers and clattered onto the hardwood floor. Sarah, her best friend, the one who was *supposed* to be in charge of this whole thing, had just told her the party was off. Cancelled. Poof. Gone. Amelia’s breath hitched in her chest, a painful spasm. She wanted to scream.

She stalked across the kitchen, her jaw clenched so tight she felt a muscle spasm. The pristine countertops suddenly seemed offensive, the cheerful sunlight mocking. She slammed the refrigerator door shut after a cursory glance, the dull thud echoing in the sudden silence.

"But…but why?" she finally managed, her voice a strained whisper, as she gripped the phone, ready to hurl it across the room. Sarah’s explanations—something about venue availability and a scheduling conflict—were swallowed by the roaring in Amelia's ears.

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