He stared at the two figures embracing outside the movie theater, the popcorn bucket clutched uselessly in his hand. The laughter, the stolen glances, the shared jokes… all felt like a sick joke now. He had spent the entire week planning this evening, picking out the perfect movie, making reservations at his favorite restaurant.

His breath hitched. The air felt thin, difficult to breathe. He wanted to shout, to scream, to lash out. He wanted to destroy something. He balled his fists, nails digging into his palms. He didn't even know her name, and the thought was infuriating.

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