The notification. A smug, tiny bubble on Sarah's phone screen. "Hey! Fancy seeing you at the karaoke bar! I'm 'CosmicCoder22'." CosmicCoder22. The guy who'd spent weeks dissecting her poetry, praising her wit, building a seemingly deep connection. And he was *here*?

A cold wave washed over her. Her hands felt clammy. She glared at the screen, her knuckles white. How dare he? How dare he sit across the room, watching her, listening to her, knowing all along?

She pushed her chair back, the screech loud against the music. The energy of the karaoke bar felt suffocating. Suddenly, she needed to be alone. She pushed past the groups of people, muttering apologies. She wanted to scream. No, she *needed* to scream.

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